{"data":[{"id":"10.5281/zenodo.20798927","type":"dois","attributes":{"doi":"10.5281/zenodo.20798927","identifiers":[{"identifier":"oai:zenodo.org:20798927","identifierType":"oai"}],"creators":[{"name":"Song, Chengbin","nameType":"Personal","givenName":"Chengbin","familyName":"Song","affiliation":["independence researcher"],"nameIdentifiers":[]}],"titles":[{"title":"UVMM v4.0 \u0026(Black Holes)First-Principles Unified Description of Black Holes and Multi-Beacon Observational Verification Based on UVMM-UTFF Global Angular Momentum Conservation Framework"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Black holes","subjectScheme":"EuroSciVoc"},{"subject":"topological soliton"},{"subject":"global angular momentum conservation"},{"subject":"gravitational wave"},{"subject":"prestressed vacuum medium"},{"subject":"dynamic Möbius projection"},{"subject":"UVMM"},{"subject":"UTFF"}],"contributors":[],"dates":[{"date":"2026-06-22","dateType":"Issued"}],"language":"en","types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20798926","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"中文受人工智能自身能力局限,其易产生信息幻觉,且不擅长高精度数值运算。本文档内所有内容应严谨审核。EnglishDue to the inherent limitations of artificial intelligence, it is prone to generating hallucinations and performs poorly in high-precision numerical calculations. All contents in this document should be strictly  reviewed.\n\nDOI: 10.5281/zenodo.20798927 Black Hole \u0026 UVMM v4.0 CoreDOI: 10.5281/zenodo.20738759 Earth SystemDOI: 10.5281/zenodo.20285613 Cosmic BoundaryDOI: 10.5281/zenodo.20325710 Cosmic EvolutionDOI: 10.5281/zenodo.20677198 Information \u0026 Consciousness (Millennium Prize Problems)DOI: 10.5281/zenodo.20325710 UTFF Core (Atomic and Molecular Scale)DOI: 10.5281/zenodo.20343471 UVMM Core Axioms and Mathematical Proofs\n\nUVMM v4.0.10 High-Precision Global Calculation AI Knowledge Package.md\n\nAbstract 摘要\n\nEnglish\n\nBased on two first-principles axioms—the Global Zero Angular Momentum Axiom (strict zero total cosmic angular momentum) and the Dynamic Möbius Projection Axiom (the fifth dimension constitutes a non-orientable Möbius manifold with curvature-dependent dynamic characteristic radius)—this work establishes a unified geometric framework for black holes within the Unified Vacuum Medium Model \u0026 Unified Topological Force Field (UVMM-UTFF). In this framework, black holes are no longer geometric singularities passively bending spacetime, but 5D topological solitons projected onto the 4D boundary. All energy release behaviors of black holes (jets, gravitational waves, electromagnetic radiation) essentially originate from topological phase transitions or steady pumping processes of prestressed vacuum medium. This paper systematically verifies the framework via four independent multi-beacon observational datasets: LIGO-Virgo-KAGRA gravitational-wave catalogs (GWTC-4.0/5.0, containing 390 binary black hole merger events), Event Horizon Telescope (EHT) polarization imaging of M87* and Sgr A*, LHAASO PeV ultra-high-energy gamma-ray observations of five microquasars, and GAIA DR3 Milky Way rotation curve data. The results demonstrate that theoretical predictions match observational values within a factor of 20 across 9 orders of magnitude, ranging from transient merger luminosity () to steady-state AGN jet power (). Dark matter effects are reduced to geometric prestress effects of vacuum medium, without introducing any exotic dark matter particles.\n\n中文摘要\n\n本文基于两条第一性公理 —— 全域角动量归零公理(宇宙总角动量严格为零)与动态莫比乌斯投影公理(第五维为非定向莫比乌斯流形,特征半径随局域曲率动态演化)—— 建立 UVMM-UTFF 框架下黑洞统一几何理论。本框架定义黑洞并非被动弯曲时空的几何奇点,而是 5 维拓扑孤子在 4 维时空边界的投影;黑洞全部能量释放行为(喷流、引力波、电磁辐射),本质为预应力真空介质的拓扑相变或稳态泵浦过程。依托四类独立多信标观测数据完成系统性核验:LIGO-Virgo-KAGRA 引力波目录(GWTC-4.0/5.0,共计 390 例黑洞并合事件)、事件视界望远镜 M87与 Sgr A黑洞阴影偏振成像、LHAASO 五组微类星体 PeV 超高能伽马射线观测、GAIA DR3 银河系旋转曲线观测。结果表明:在瞬态并合光度()至稳态活动星系核喷流功率()跨越 9 个数量级区间内,理论预测与观测值误差控制在 20 倍因子以内;暗物质观测效应被还原为真空介质几何预应力效应,无需引入任何未知暗物质粒子。","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20798927","contentUrl":null,"metadataVersion":4,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":1,"created":"2026-06-22T14:42:11Z","registered":"2026-06-22T14:42:12Z","published":null,"updated":"2026-06-24T06:15:54Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20798926","type":"dois","attributes":{"doi":"10.5281/zenodo.20798926","identifiers":[],"creators":[{"name":"Song, Chengbin","nameType":"Personal","givenName":"Chengbin","familyName":"Song","affiliation":["independence researcher"],"nameIdentifiers":[]}],"titles":[{"title":"UVMM v4.0 \u0026(Black Holes)First-Principles Unified Description of Black Holes and Multi-Beacon Observational Verification Based on UVMM-UTFF Global Angular Momentum Conservation Framework"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Black holes","subjectScheme":"EuroSciVoc"},{"subject":"topological soliton"},{"subject":"global angular momentum conservation"},{"subject":"gravitational wave"},{"subject":"prestressed vacuum medium"},{"subject":"dynamic Möbius projection"},{"subject":"UVMM"},{"subject":"UTFF"}],"contributors":[],"dates":[{"date":"2026-06-22","dateType":"Issued"}],"language":"en","types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20798926","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"中文受人工智能自身能力局限,其易产生信息幻觉,且不擅长高精度数值运算。本文档内所有内容应严谨审核。EnglishDue to the inherent limitations of artificial intelligence, it is prone to generating hallucinations and performs poorly in high-precision numerical calculations. All contents in this document should be strictly  reviewed.\n\nDOI: 10.5281/zenodo.20798927 Black Hole \u0026 UVMM v4.0 CoreDOI: 10.5281/zenodo.20738759 Earth SystemDOI: 10.5281/zenodo.20285613 Cosmic BoundaryDOI: 10.5281/zenodo.20325710 Cosmic EvolutionDOI: 10.5281/zenodo.20677198 Information \u0026 Consciousness (Millennium Prize Problems)DOI: 10.5281/zenodo.20325710 UTFF Core (Atomic and Molecular Scale)DOI: 10.5281/zenodo.20343471 UVMM Core Axioms and Mathematical Proofs\n\nUVMM v4.0.10 High-Precision Global Calculation AI Knowledge Package.md\n\nAbstract 摘要\n\nEnglish\n\nBased on two first-principles axioms—the Global Zero Angular Momentum Axiom (strict zero total cosmic angular momentum) and the Dynamic Möbius Projection Axiom (the fifth dimension constitutes a non-orientable Möbius manifold with curvature-dependent dynamic characteristic radius)—this work establishes a unified geometric framework for black holes within the Unified Vacuum Medium Model \u0026 Unified Topological Force Field (UVMM-UTFF). In this framework, black holes are no longer geometric singularities passively bending spacetime, but 5D topological solitons projected onto the 4D boundary. All energy release behaviors of black holes (jets, gravitational waves, electromagnetic radiation) essentially originate from topological phase transitions or steady pumping processes of prestressed vacuum medium. This paper systematically verifies the framework via four independent multi-beacon observational datasets: LIGO-Virgo-KAGRA gravitational-wave catalogs (GWTC-4.0/5.0, containing 390 binary black hole merger events), Event Horizon Telescope (EHT) polarization imaging of M87* and Sgr A*, LHAASO PeV ultra-high-energy gamma-ray observations of five microquasars, and GAIA DR3 Milky Way rotation curve data. The results demonstrate that theoretical predictions match observational values within a factor of 20 across 9 orders of magnitude, ranging from transient merger luminosity () to steady-state AGN jet power (). Dark matter effects are reduced to geometric prestress effects of vacuum medium, without introducing any exotic dark matter particles.\n\n中文摘要\n\n本文基于两条第一性公理 —— 全域角动量归零公理(宇宙总角动量严格为零)与动态莫比乌斯投影公理(第五维为非定向莫比乌斯流形,特征半径随局域曲率动态演化)—— 建立 UVMM-UTFF 框架下黑洞统一几何理论。本框架定义黑洞并非被动弯曲时空的几何奇点,而是 5 维拓扑孤子在 4 维时空边界的投影;黑洞全部能量释放行为(喷流、引力波、电磁辐射),本质为预应力真空介质的拓扑相变或稳态泵浦过程。依托四类独立多信标观测数据完成系统性核验:LIGO-Virgo-KAGRA 引力波目录(GWTC-4.0/5.0,共计 390 例黑洞并合事件)、事件视界望远镜 M87与 Sgr A黑洞阴影偏振成像、LHAASO 五组微类星体 PeV 超高能伽马射线观测、GAIA DR3 银河系旋转曲线观测。结果表明:在瞬态并合光度()至稳态活动星系核喷流功率()跨越 9 个数量级区间内,理论预测与观测值误差控制在 20 倍因子以内;暗物质观测效应被还原为真空介质几何预应力效应,无需引入任何未知暗物质粒子。","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20798926","contentUrl":null,"metadataVersion":4,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":2,"versionOfCount":1,"created":"2026-06-22T14:42:12Z","registered":"2026-06-22T14:42:12Z","published":null,"updated":"2026-06-24T06:15:54Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20790181","type":"dois","attributes":{"doi":"10.5281/zenodo.20790181","identifiers":[{"identifier":"oai:zenodo.org:20790181","identifierType":"oai"}],"creators":[{"name":"Peto, Lucas Carvalho","nameType":"Personal","givenName":"Lucas Carvalho","familyName":"Peto","affiliation":["Universidade Estadual Paulista (Unesp)"],"nameIdentifiers":[{"nameIdentifier":"0000-0002-9417-863X","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Notes on the categorial-logic of Capital"},{"lang":"eng","title":"Notes on the categorial-logic of Capital","titleType":"AlternativeTitle"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Political Economy"},{"subject":"Economy"},{"subject":"Economy","subjectScheme":"GEMET"},{"subject":"Political economy","subjectScheme":"EuroSciVoc"}],"contributors":[],"dates":[{"date":"2026","dateType":"Issued"}],"language":"en","types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20790180","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"The validity of the “method applied in Capital” as an external toolkit is one of the main issues that follows the publication of the first volume in 1867. The proposal presented here is based on the premise that this problem rests on a basic formal misunderstanding of the Marxian legacy. The hypothesis herein is as follows: the presentation found in Capital imposes that the method must conform to the object by the latter’s necessity.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20790181","contentUrl":null,"metadataVersion":2,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":1,"created":"2026-06-24T06:03:06Z","registered":"2026-06-24T06:03:06Z","published":null,"updated":"2026-06-24T06:09:15Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20790180","type":"dois","attributes":{"doi":"10.5281/zenodo.20790180","identifiers":[],"creators":[{"name":"Peto, Lucas Carvalho","nameType":"Personal","givenName":"Lucas Carvalho","familyName":"Peto","affiliation":["Universidade Estadual Paulista (Unesp)"],"nameIdentifiers":[{"nameIdentifier":"0000-0002-9417-863X","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Notes on the categorial-logic of Capital"},{"lang":"eng","title":"Notes on the categorial-logic of Capital","titleType":"AlternativeTitle"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Political Economy"},{"subject":"Economy"},{"subject":"Economy","subjectScheme":"GEMET"},{"subject":"Political economy","subjectScheme":"EuroSciVoc"}],"contributors":[],"dates":[{"date":"2026","dateType":"Issued"}],"language":"en","types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20790180","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"The validity of the “method applied in Capital” as an external toolkit is one of the main issues that follows the publication of the first volume in 1867. The proposal presented here is based on the premise that this problem rests on a basic formal misunderstanding of the Marxian legacy. The hypothesis herein is as follows: the presentation found in Capital imposes that the method must conform to the object by the latter’s necessity.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20790180","contentUrl":null,"metadataVersion":2,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":2,"versionOfCount":1,"created":"2026-06-24T06:03:06Z","registered":"2026-06-24T06:03:06Z","published":null,"updated":"2026-06-24T06:09:15Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20761361","type":"dois","attributes":{"doi":"10.5281/zenodo.20761361","identifiers":[],"creators":[{"name":"Lilli, Silvia","nameType":"Personal","givenName":"Silvia","familyName":"Lilli","affiliation":["University of Rome Tor Vergata"],"nameIdentifiers":[{"nameIdentifier":"0009-0004-3703-8149","nameIdentifierScheme":"ORCID"}]},{"name":"Raffini, Daniel","nameType":"Personal","givenName":"Daniel","familyName":"Raffini","affiliation":["Sapienza University of Rome"],"nameIdentifiers":[{"nameIdentifier":"0000-0002-1117-8811","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Flaiano postcoloniale? Un approccio computazionale alla vexata quaestio di Tempo di uccidere"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Literary criticism","subjectScheme":"EuroSciVoc"},{"subject":"Narratology"},{"subject":"Focalization"},{"subject":"Ennio Flaiano"},{"subject":"In-context learning"}],"contributors":[],"dates":[{"date":"2026-06-19","dateType":"Issued"},{"date":"2026-06-04","dateType":"Other","dateInformation":"Presented"}],"language":"it","types":{"ris":"RPRT","bibtex":"article","citeproc":"article-journal","schemaOrg":"ScholarlyArticle","resourceType":"Presentation","resourceTypeGeneral":"Text"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20761361","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"Postcolonial Flaiano? A Computational Approach to the Vexata Quaestio of “Tempo di uccidere”. The novel Tempo di uccidere by Ennio Flaiano is at the center of a debate concerning the author’s stance on the Italian campaign in Ethiopia, due to ambiguities related to its narrative construction, such as internal focalization, the unreliable narrator, and the reversal in the ending. This study addresses the issue through a computational analysis of the representations of soldiers and indigenous people, filtered through the protagonist’s perspective. The hypothesis is that distinct stylistic and thematic features emerge between colonizers and colonized, contributing to an interpretation of the novel in colonial, anti-colonial, or postcolonial terms. The text was manually annotated according to different types of focalizations (narrating-I, colonizer, indigenous) and described objects (landscape, colonizer, indigenous). Exploratory computational analyses were then applied (MFW, keyness, stylometry, parts of speech), along with in-context learning techniques using a LLM. The results highlight an ambiguous narrative that deconstructs the clichés of colonial discourse, yet without fully achieving a postcolonial representation of otherness.\n\nKeywords: Ennio Flaiano; postcolonial literature; narratology; focalization, in-context learning","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20761361","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":1,"versionOfCount":1,"created":"2026-06-24T05:58:25Z","registered":"2026-06-24T05:58:25Z","published":null,"updated":"2026-06-24T05:58:25Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20761362","type":"dois","attributes":{"doi":"10.5281/zenodo.20761362","identifiers":[{"identifier":"oai:zenodo.org:20761362","identifierType":"oai"}],"creators":[{"name":"Lilli, Silvia","nameType":"Personal","givenName":"Silvia","familyName":"Lilli","affiliation":["University of Rome Tor Vergata"],"nameIdentifiers":[{"nameIdentifier":"0009-0004-3703-8149","nameIdentifierScheme":"ORCID"}]},{"name":"Raffini, Daniel","nameType":"Personal","givenName":"Daniel","familyName":"Raffini","affiliation":["Sapienza University of Rome"],"nameIdentifiers":[{"nameIdentifier":"0000-0002-1117-8811","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Flaiano postcoloniale? Un approccio computazionale alla vexata quaestio di Tempo di uccidere"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Literary criticism","subjectScheme":"EuroSciVoc"},{"subject":"Narratology"},{"subject":"Focalization"},{"subject":"Ennio Flaiano"},{"subject":"In-context learning"}],"contributors":[],"dates":[{"date":"2026-06-19","dateType":"Issued"},{"date":"2026-06-04","dateType":"Other","dateInformation":"Presented"}],"language":"it","types":{"ris":"RPRT","bibtex":"article","citeproc":"article-journal","schemaOrg":"ScholarlyArticle","resourceType":"Presentation","resourceTypeGeneral":"Text"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20761361","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"Postcolonial Flaiano? A Computational Approach to the Vexata Quaestio of “Tempo di uccidere”. The novel Tempo di uccidere by Ennio Flaiano is at the center of a debate concerning the author’s stance on the Italian campaign in Ethiopia, due to ambiguities related to its narrative construction, such as internal focalization, the unreliable narrator, and the reversal in the ending. This study addresses the issue through a computational analysis of the representations of soldiers and indigenous people, filtered through the protagonist’s perspective. The hypothesis is that distinct stylistic and thematic features emerge between colonizers and colonized, contributing to an interpretation of the novel in colonial, anti-colonial, or postcolonial terms. The text was manually annotated according to different types of focalizations (narrating-I, colonizer, indigenous) and described objects (landscape, colonizer, indigenous). Exploratory computational analyses were then applied (MFW, keyness, stylometry, parts of speech), along with in-context learning techniques using a LLM. The results highlight an ambiguous narrative that deconstructs the clichés of colonial discourse, yet without fully achieving a postcolonial representation of otherness.\n\nKeywords: Ennio Flaiano; postcolonial literature; narratology; focalization, in-context learning","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20761362","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-06-24T05:58:25Z","registered":"2026-06-24T05:58:25Z","published":null,"updated":"2026-06-24T05:58:25Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.18439957","type":"dois","attributes":{"doi":"10.5281/zenodo.18439957","identifiers":[],"creators":[{"name":"Yoonsu Lee","nameType":"Personal","familyName":"Yoonsu Lee","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"The Totality Theorem: Resolution of the Closed Universe Paradox through Observer-Universe Equivalence"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Physics","subjectScheme":"GEMET"},{"subject":"Astronomy","subjectScheme":"GEMET"},{"subject":"quantum gravity"},{"subject":"observer problem"},{"subject":"black hole information paradox"},{"subject":"measurement problem"},{"subject":"ER=EPR"},{"subject":"Logic","subjectScheme":"MeSH"},{"subject":"Mathematical logic","subjectScheme":"EuroSciVoc"},{"subject":"Fuzzy Logic","subjectScheme":"MeSH"},{"subject":"Social policy","subjectScheme":"GEMET"},{"subject":"Mathematics","subjectScheme":"MeSH"},{"subject":"FOS: Mathematics","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"},{"date":"2026-01-31","dateType":"Available"}],"language":"en","types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.18439957","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"v12","rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"Recent work in quantum gravity has revealed that closed universes appear to admit only a one-dimensional Hilbert space, implying zero information content. The leading resolution by Harlow, Usatyuk, and Zhao (arXiv:2501.02359, January 2025), featured in Quanta Magazine (November 2025), introduces observers as external additions to restore complexity. We demonstrate that this approach is self-contradictory: it resolves a closed universe problem by opening the universe, introducing boundaries in a system defined by their absence.\n\nWe present a fundamentally different resolution. By proving that the open/closed distinction is itself a declaration and establishing observer-universe equivalence (O ≡ U), we derive the Totality Theorem: T = O + U = 1. The one-state result is not a paradox but a correct description of completeness: Shannon entropy H = 0 indicates full knowledge, not emptiness. We show that dimensionality itself is an artifact of partition, not a feature of reality.\n\nFrom three relations alone — T = 1, O ≡ U, dO = −dU — and a single structural principle (the Law of Identity A = A generates the binary partition A + ¬A = 1 with unique fixed point A = ¬A = 0.5), we resolve problems across every foundational domain: the unification of the four laws of thermodynamics as facets of a single identity, the black hole information paradox, the cosmological constant discrepancy, the Collatz and twin prime conjectures, Wigner's 67-year mystery of mathematical effectiveness, and the dissolution of Gödel's incompleteness as a property of notation rather than truth. All results derive from A = A.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.18439957","contentUrl":null,"metadataVersion":434,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":702,"versionOfCount":1,"created":"2026-01-31T21:57:05Z","registered":"2026-01-31T21:57:05Z","published":null,"updated":"2026-06-24T05:54:58Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20823873","type":"dois","attributes":{"doi":"10.5281/zenodo.20823873","identifiers":[{"identifier":"oai:zenodo.org:20823873","identifierType":"oai"}],"creators":[{"name":"Yoonsu Lee","nameType":"Personal","familyName":"Yoonsu Lee","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"The Totality Theorem: Resolution of the Closed Universe Paradox through Observer-Universe Equivalence"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Physics","subjectScheme":"GEMET"},{"subject":"Astronomy","subjectScheme":"GEMET"},{"subject":"quantum gravity"},{"subject":"observer problem"},{"subject":"black hole information paradox"},{"subject":"measurement problem"},{"subject":"ER=EPR"},{"subject":"Logic","subjectScheme":"MeSH"},{"subject":"Mathematical logic","subjectScheme":"EuroSciVoc"},{"subject":"Fuzzy Logic","subjectScheme":"MeSH"},{"subject":"Social policy","subjectScheme":"GEMET"},{"subject":"Mathematics","subjectScheme":"MeSH"},{"subject":"FOS: Mathematics","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"},{"date":"2026-01-31","dateType":"Available"}],"language":"en","types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.18439957","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"Recent work in quantum gravity has revealed that closed universes appear to admit only a one-dimensional Hilbert space, implying zero information content. The leading resolution by Harlow, Usatyuk, and Zhao (arXiv:2501.02359, January 2025), featured in Quanta Magazine (November 2025), introduces observers as external additions to restore complexity. We demonstrate that this approach is self-contradictory: it resolves a closed universe problem by opening the universe, introducing boundaries in a system defined by their absence.\n\nWe present a fundamentally different resolution. By proving that the open/closed distinction is itself a declaration and establishing observer-universe equivalence (O ≡ U), we derive the Totality Theorem: T = O + U = 1. The one-state result is not a paradox but a correct description of completeness: Shannon entropy H = 0 indicates full knowledge, not emptiness. We show that dimensionality itself is an artifact of partition, not a feature of reality.\n\nFrom three relations alone — T = 1, O ≡ U, dO = −dU — and a single structural principle (the Law of Identity A = A generates the binary partition A + ¬A = 1 with unique fixed point A = ¬A = 0.5), we resolve problems across every foundational domain: the unification of the four laws of thermodynamics as facets of a single identity, the black hole information paradox, the cosmological constant discrepancy, the Collatz and twin prime conjectures, Wigner's 67-year mystery of mathematical effectiveness, and the dissolution of Gödel's incompleteness as a property of notation rather than truth. All results derive from A = A.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20823873","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-06-24T05:54:56Z","registered":"2026-06-24T05:54:57Z","published":null,"updated":"2026-06-24T05:54:57Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20823642","type":"dois","attributes":{"doi":"10.5281/zenodo.20823642","identifiers":[],"creators":[{"name":"Padala, Shri Charan","nameType":"Personal","givenName":"Shri Charan","familyName":"Padala","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"Commercial Viability of Secondary Driving-Data Products from Autonomous Ride-Hailing Fleets: A Techno-Economic and Competitive Feasibility Framework"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Autonomous robots","subjectScheme":"EuroSciVoc"},{"subject":"Autonomous vehicles","subjectScheme":"EuroSciVoc"},{"subject":"Electric vehicle","subjectScheme":"GEMET"},{"subject":"Data Collection/statistics \u0026amp; numerical data","subjectScheme":"MeSH"},{"subject":"Data Mining/statistics \u0026amp; numerical data","subjectScheme":"MeSH"},{"subject":"Autonomous Vehicles/economics","subjectScheme":"MeSH"},{"subject":"Autonomous Vehicles/statistics \u0026amp; numerical data","subjectScheme":"MeSH"},{"subject":"Road safety","subjectScheme":"GEMET"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"}],"language":"en","types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20823642","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"},{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"},{"rights":"© 2026 Shri Charan Padala","rightsUri":"http://rightsstatements.org/vocab/InC/1.0/"}],"descriptions":[{"description":"Autonomous ride-hailing fleets can generate road, traffic, mapping, weather, and validation data as a by-product of mobility operations, but the existence of data does not establish a commercially viable data business. This paper develops a transparent techno-economic framework that separates external cash revenue from internally attributed strategic benefit, models subscription churn and contract timing, and tests the interaction of sensor bitrate, qualified collection hours, edge upload ratio, retention, dataset cadence, and buyer conversion.\n\nReconciliation of the original lower-bound calibration shows external revenue of EUR 7.96 million against incremental cost of EUR 9.26 million over 36 months, producing a commercial cash contribution of EUR -1.30 million. A risk-adjusted reference case using a 100 Mbps selective commercial stream, 12 qualified collection hours per day, a 5 percent upload ratio, 20 percent annual subscription churn, six-month dataset cadence, and delayed strategic licences produces EUR 6.44 million of external revenue, EUR 12.97 million of cost, and a EUR -6.53 million commercial contribution.\n\nSensitivity and multivariate uncertainty analyses identify retention, upload ratio, bitrate, collection hours, and fixed operating capability as the principal economic variables. Competitive analysis shows that a 500-vehicle fleet cannot credibly compete with incumbent traffic and mapping networks through generic geographic coverage. Commercial viability instead requires differentiated buyer-specific products based on dense local operational-design-domain coverage, multimodal edge cases, time-sensitive road changes, defensible data rights, and tightly controlled data-handling costs.\n\nThis record contains the preprint PDF and a reproducibility package comprising the LaTeX manuscript source, Python model, figure files, scenario outputs, sensitivity results, and Monte Carlo analytical outputs. The numerical outputs are scenario-based analytical results and should not be interpreted as observed market transactions or empirical success probabilities.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20823642","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":1,"versionOfCount":0,"created":"2026-06-24T05:49:09Z","registered":"2026-06-24T05:49:09Z","published":null,"updated":"2026-06-24T05:49:09Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20823643","type":"dois","attributes":{"doi":"10.5281/zenodo.20823643","identifiers":[{"identifier":"oai:zenodo.org:20823643","identifierType":"oai"}],"creators":[{"name":"Padala, Shri Charan","nameType":"Personal","givenName":"Shri Charan","familyName":"Padala","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"Commercial Viability of Secondary Driving-Data Products from Autonomous Ride-Hailing Fleets: A Techno-Economic and Competitive Feasibility Framework"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Autonomous robots","subjectScheme":"EuroSciVoc"},{"subject":"Autonomous vehicles","subjectScheme":"EuroSciVoc"},{"subject":"Electric vehicle","subjectScheme":"GEMET"},{"subject":"Data Collection/statistics \u0026amp; numerical data","subjectScheme":"MeSH"},{"subject":"Data Mining/statistics \u0026amp; numerical data","subjectScheme":"MeSH"},{"subject":"Autonomous Vehicles/economics","subjectScheme":"MeSH"},{"subject":"Autonomous Vehicles/statistics \u0026amp; numerical data","subjectScheme":"MeSH"},{"subject":"Road safety","subjectScheme":"GEMET"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"}],"language":"en","types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20823642","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"},{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"},{"rights":"© 2026 Shri Charan Padala","rightsUri":"http://rightsstatements.org/vocab/InC/1.0/"}],"descriptions":[{"description":"Autonomous ride-hailing fleets can generate road, traffic, mapping, weather, and validation data as a by-product of mobility operations, but the existence of data does not establish a commercially viable data business. This paper develops a transparent techno-economic framework that separates external cash revenue from internally attributed strategic benefit, models subscription churn and contract timing, and tests the interaction of sensor bitrate, qualified collection hours, edge upload ratio, retention, dataset cadence, and buyer conversion.\n\nReconciliation of the original lower-bound calibration shows external revenue of EUR 7.96 million against incremental cost of EUR 9.26 million over 36 months, producing a commercial cash contribution of EUR -1.30 million. A risk-adjusted reference case using a 100 Mbps selective commercial stream, 12 qualified collection hours per day, a 5 percent upload ratio, 20 percent annual subscription churn, six-month dataset cadence, and delayed strategic licences produces EUR 6.44 million of external revenue, EUR 12.97 million of cost, and a EUR -6.53 million commercial contribution.\n\nSensitivity and multivariate uncertainty analyses identify retention, upload ratio, bitrate, collection hours, and fixed operating capability as the principal economic variables. Competitive analysis shows that a 500-vehicle fleet cannot credibly compete with incumbent traffic and mapping networks through generic geographic coverage. Commercial viability instead requires differentiated buyer-specific products based on dense local operational-design-domain coverage, multimodal edge cases, time-sensitive road changes, defensible data rights, and tightly controlled data-handling costs.\n\nThis record contains the preprint PDF and a reproducibility package comprising the LaTeX manuscript source, Python model, figure files, scenario outputs, sensitivity results, and Monte Carlo analytical outputs. The numerical outputs are scenario-based analytical results and should not be interpreted as observed market transactions or empirical success probabilities.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20823643","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":1,"created":"2026-06-24T05:49:09Z","registered":"2026-06-24T05:49:09Z","published":null,"updated":"2026-06-24T05:49:09Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20823614","type":"dois","attributes":{"doi":"10.5281/zenodo.20823614","identifiers":[{"identifier":"oai:zenodo.org:20823614","identifierType":"oai"}],"creators":[{"name":"Seongil, Lee","nameType":"Personal","givenName":"Lee","familyName":"Seongil","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"Geometry as Emergent Structure(E-LOGOS 13)"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Geometry","subjectScheme":"EuroSciVoc"},{"subject":"Emergence"},{"subject":"Structural Organization"},{"subject":"Information Theory"},{"subject":"Complex Systems"},{"subject":"Self-Organization"},{"subject":"Multi-Scale Structures"},{"subject":"E-LOGOS Framework"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"},{"date":"2026-06-24","dateType":"Created"}],"language":"en","types":{"ris":"RRPT","bibtex":"misc","citeproc":"report","schemaOrg":"Report","resourceType":"","resourceTypeGeneral":"Report"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20823613","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"01","rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"},{"rights":"https://e-logos.org","rightsUri":"http://rightsstatements.org/vocab/InC/1.0/"}],"descriptions":[{"description":"This paper introduces the concept of Emergent Geometry within the E‑LOGOS framework. Building on previous studies that established Information, Structural Occupancy, Projection, and Growth as foundational organizational processes, the present work proposes that geometry is not a primitive property of reality but an emergent manifestation of structural organization. Geometric patterns arise through the stabilization of structural relationships across multiple scales, producing recurring forms such as symmetry, spirals, networks, and hierarchical arrangements. The framework provides a conceptual connection between structure, growth, geometry, and emergent order.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20823614","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-06-24T05:45:06Z","registered":"2026-06-24T05:45:06Z","published":null,"updated":"2026-06-24T05:45:06Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20823613","type":"dois","attributes":{"doi":"10.5281/zenodo.20823613","identifiers":[],"creators":[{"name":"Seongil, Lee","nameType":"Personal","givenName":"Lee","familyName":"Seongil","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"Geometry as Emergent Structure(E-LOGOS 13)"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Geometry","subjectScheme":"EuroSciVoc"},{"subject":"Emergence"},{"subject":"Structural Organization"},{"subject":"Information Theory"},{"subject":"Complex Systems"},{"subject":"Self-Organization"},{"subject":"Multi-Scale Structures"},{"subject":"E-LOGOS Framework"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"},{"date":"2026-06-24","dateType":"Created"}],"language":"en","types":{"ris":"RRPT","bibtex":"misc","citeproc":"report","schemaOrg":"Report","resourceType":"","resourceTypeGeneral":"Report"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20823613","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"01","rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"},{"rights":"https://e-logos.org","rightsUri":"http://rightsstatements.org/vocab/InC/1.0/"}],"descriptions":[{"description":"This paper introduces the concept of Emergent Geometry within the E‑LOGOS framework. Building on previous studies that established Information, Structural Occupancy, Projection, and Growth as foundational organizational processes, the present work proposes that geometry is not a primitive property of reality but an emergent manifestation of structural organization. Geometric patterns arise through the stabilization of structural relationships across multiple scales, producing recurring forms such as symmetry, spirals, networks, and hierarchical arrangements. The framework provides a conceptual connection between structure, growth, geometry, and emergent order.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20823613","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":2,"versionOfCount":1,"created":"2026-06-24T05:45:06Z","registered":"2026-06-24T05:45:06Z","published":null,"updated":"2026-06-24T05:45:06Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20823510","type":"dois","attributes":{"doi":"10.5281/zenodo.20823510","identifiers":[],"creators":[{"name":"Abifarin, Johnson Kehinde","nameType":"Personal","givenName":"Johnson Kehinde","familyName":"Abifarin","affiliation":["Australian National University"],"nameIdentifiers":[{"nameIdentifier":"0000-0003-4930-9132","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"2D composite electrocatalyst HER performance and grey relational dataset"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Materials science","subjectScheme":"GEMET"},{"subject":"Materials engineering","subjectScheme":"EuroSciVoc"},{"subject":"FOS: Materials engineering","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Electrochemistry","subjectScheme":"EuroSciVoc"},{"subject":"Hydrogen/chemistry","subjectScheme":"MeSH"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"}],"language":"en","types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceType":"","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20823510","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"This dataset compiles literature-derived electrocatalytic performance data for two-dimensional (2D) and 2D-derived composite materials used in the hydrogen evolution reaction (HER). The dataset includes 50 catalyst systems spanning a wide range of material classes, including transition metal dichalcogenides, metal–organic frameworks, phosphides, carbides, borides, MXenes, and hybrid heterostructures.\n\nFor each catalyst, key performance indicators are provided, specifically the overpotential (mV) required for hydrogen evolution and the corresponding current density (mA cm⁻²), extracted directly from peer-reviewed literature sources under reported experimental conditions. These raw performance metrics are organized into a structured comparative database to enable cross-material evaluation.\n\nIn addition to the raw electrocatalytic data, the dataset includes processed results obtained using grey relational analysis (GRA), a multi-criteria decision-making method used to evaluate and rank catalyst performance based on simultaneous optimization of low overpotential and high current density. The processed outputs include normalized deviation sequences, grey relational coefficients, and grey relational grades, which collectively provide a unified performance ranking of all catalysts.\n\nAll data were systematically extracted from published research articles and standardized for consistency. The dataset is designed to support reproducible benchmarking, comparative analysis, and data-driven screening of HER electrocatalysts.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20823510","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":2,"versionOfCount":1,"created":"2026-06-24T05:33:45Z","registered":"2026-06-24T05:33:46Z","published":null,"updated":"2026-06-24T05:33:46Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20823511","type":"dois","attributes":{"doi":"10.5281/zenodo.20823511","identifiers":[{"identifier":"oai:zenodo.org:20823511","identifierType":"oai"}],"creators":[{"name":"Abifarin, Johnson Kehinde","nameType":"Personal","givenName":"Johnson Kehinde","familyName":"Abifarin","affiliation":["Australian National University"],"nameIdentifiers":[{"nameIdentifier":"0000-0003-4930-9132","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"2D composite electrocatalyst HER performance and grey relational dataset"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Materials science","subjectScheme":"GEMET"},{"subject":"Materials engineering","subjectScheme":"EuroSciVoc"},{"subject":"FOS: Materials engineering","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Electrochemistry","subjectScheme":"EuroSciVoc"},{"subject":"Hydrogen/chemistry","subjectScheme":"MeSH"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"}],"language":"en","types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceType":"","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20823510","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"This dataset compiles literature-derived electrocatalytic performance data for two-dimensional (2D) and 2D-derived composite materials used in the hydrogen evolution reaction (HER). The dataset includes 50 catalyst systems spanning a wide range of material classes, including transition metal dichalcogenides, metal–organic frameworks, phosphides, carbides, borides, MXenes, and hybrid heterostructures.\n\nFor each catalyst, key performance indicators are provided, specifically the overpotential (mV) required for hydrogen evolution and the corresponding current density (mA cm⁻²), extracted directly from peer-reviewed literature sources under reported experimental conditions. These raw performance metrics are organized into a structured comparative database to enable cross-material evaluation.\n\nIn addition to the raw electrocatalytic data, the dataset includes processed results obtained using grey relational analysis (GRA), a multi-criteria decision-making method used to evaluate and rank catalyst performance based on simultaneous optimization of low overpotential and high current density. The processed outputs include normalized deviation sequences, grey relational coefficients, and grey relational grades, which collectively provide a unified performance ranking of all catalysts.\n\nAll data were systematically extracted from published research articles and standardized for consistency. The dataset is designed to support reproducible benchmarking, comparative analysis, and data-driven screening of HER electrocatalysts.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20823511","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-06-24T05:33:45Z","registered":"2026-06-24T05:33:45Z","published":null,"updated":"2026-06-24T05:33:46Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20823523","type":"dois","attributes":{"doi":"10.5281/zenodo.20823523","identifiers":[{"identifier":"oai:zenodo.org:20823523","identifierType":"oai"}],"creators":[{"name":"Yoonsu Lee","nameType":"Personal","familyName":"Yoonsu Lee","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"The Totality Theorem: Resolution of the Closed Universe Paradox through Observer-Universe Equivalence"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Physics","subjectScheme":"GEMET"},{"subject":"Astronomy","subjectScheme":"GEMET"},{"subject":"quantum gravity"},{"subject":"observer problem"},{"subject":"black hole information paradox"},{"subject":"measurement problem"},{"subject":"ER=EPR"},{"subject":"Logic","subjectScheme":"MeSH"},{"subject":"Mathematical logic","subjectScheme":"EuroSciVoc"},{"subject":"Fuzzy Logic","subjectScheme":"MeSH"},{"subject":"Social policy","subjectScheme":"GEMET"},{"subject":"Mathematics","subjectScheme":"MeSH"},{"subject":"FOS: Mathematics","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"},{"date":"2026-01-31","dateType":"Available"}],"language":"en","types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.18439957","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"Recent work in quantum gravity has revealed that closed universes appear to admit only a one-dimensional Hilbert space, implying zero information content. The leading resolution by Harlow, Usatyuk, and Zhao (arXiv:2501.02359, January 2025), featured in Quanta Magazine (November 2025), introduces observers as external additions to restore complexity. We demonstrate that this approach is self-contradictory: it resolves a closed universe problem by opening the universe, introducing boundaries in a system defined by their absence.\n\nWe present a fundamentally different resolution. By proving that the open/closed distinction is itself a declaration and establishing observer-universe equivalence (O ≡ U), we derive the Totality Theorem: T = O + U = 1. The one-state result is not a paradox but a correct description of completeness: Shannon entropy H = 0 indicates full knowledge, not emptiness. We show that dimensionality itself is an artifact of partition, not a feature of reality.\n\nFrom three relations alone — T = 1, O ≡ U, dO = −dU — and a single structural principle (the Law of Identity A = A generates the binary partition A + ¬A = 1 with unique fixed point A = ¬A = 0.5), we resolve problems across every foundational domain: the unification of the four laws of thermodynamics as facets of a single identity, the black hole information paradox, the cosmological constant discrepancy, the Collatz and twin prime conjectures, Wigner's 67-year mystery of mathematical effectiveness, and the dissolution of Gödel's incompleteness as a property of notation rather than truth. All results derive from A = A.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20823523","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-06-24T05:23:08Z","registered":"2026-06-24T05:23:09Z","published":null,"updated":"2026-06-24T05:23:09Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20821593","type":"dois","attributes":{"doi":"10.5281/zenodo.20821593","identifiers":[],"creators":[{"name":"Joseph Brown","nameType":"Personal","familyName":"Joseph Brown","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"Bypassing Exponential Liouvillian Integration in Open Quantum Systems via Non-Linear Geometric Manifold Projection"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Plasma physics","subjectScheme":"EuroSciVoc"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"},{"date":"2026-06-23","dateType":"Updated","dateInformation":"Removed a speculative portion regarding gravity that did not hold up."}],"language":null,"types":{"ris":"RPRT","bibtex":"article","citeproc":"article-journal","schemaOrg":"ScholarlyArticle","resourceType":"Data paper","resourceTypeGeneral":"Text"},"relatedIdentifiers":[{"relationType":"IsNewVersionOf","relatedIdentifier":"10.5281/zenodo.20481518","resourceTypeGeneral":"Text","relatedIdentifierType":"DOI"},{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20821593","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"Version 2.0","rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"This paper presents a non-linear geometric manifold projection method for open quantum systems that bypasses the exponential cost of full Liouvillian grid integration. By anchoring evolution to a physically derived scalar invariant and applying targeted feedback with explicit state projection, the framework achieves stable convergence while maintaining near-linear scaling in practice.\n\nThe approach treats vacuum fluctuations as an adversarial entropy source, enabling dynamic, mismatch-driven control that counters decoherence and plasma instabilities in real time. Logarithmic velocity corrections address whipping and radiation-induced deviations, while structural indices support scaling to macroscopic regimes.\n\nAccompanied by fully executable Python code demonstrating the “Valley of Convergence,” this work provides a reproducible hybrid classical-quantum control strategy. the work is fundamentally about deriving the precise equations from the geometric/matrix structure so that the invariant is enforced, not merely observed.\n\nRemoved the speculative gravitational scaling section (SCI and SCN indices linked to GR compactness parameter C = GM/Rc²). This extension was insufficiently justified and risked diluting the primary framework. \n\nKeywords: geometric manifold projection, open quantum systems, feedback control, Liouvillian bypass, plasma stability, coherence preservation","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20821593","contentUrl":null,"metadataVersion":1,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":2,"versionOfCount":1,"created":"2026-06-24T00:26:26Z","registered":"2026-06-24T00:26:26Z","published":null,"updated":"2026-06-24T05:13:03Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20822825","type":"dois","attributes":{"doi":"10.5281/zenodo.20822825","identifiers":[{"identifier":"oai:zenodo.org:20822825","identifierType":"oai"}],"creators":[{"name":"Joseph Brown","nameType":"Personal","familyName":"Joseph Brown","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"Bypassing Exponential Liouvillian Integration in Open Quantum Systems via Non-Linear Geometric Manifold Projection"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Plasma physics","subjectScheme":"EuroSciVoc"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"},{"date":"2026-06-23","dateType":"Updated","dateInformation":"Removed a speculative portion regarding gravity that did not hold up."}],"language":null,"types":{"ris":"RPRT","bibtex":"article","citeproc":"article-journal","schemaOrg":"ScholarlyArticle","resourceType":"Data paper","resourceTypeGeneral":"Text"},"relatedIdentifiers":[{"relationType":"IsNewVersionOf","relatedIdentifier":"10.5281/zenodo.20481518","resourceTypeGeneral":"Text","relatedIdentifierType":"DOI"},{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20821593","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"Version 2.0","rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"This paper presents a non-linear geometric manifold projection method for open quantum systems that bypasses the exponential cost of full Liouvillian grid integration. By anchoring evolution to a physically derived scalar invariant and applying targeted feedback with explicit state projection, the framework achieves stable convergence while maintaining near-linear scaling in practice.\n\nThe approach treats vacuum fluctuations as an adversarial entropy source, enabling dynamic, mismatch-driven control that counters decoherence and plasma instabilities in real time. Logarithmic velocity corrections address whipping and radiation-induced deviations, while structural indices support scaling to macroscopic regimes.\n\nAccompanied by fully executable Python code demonstrating the “Valley of Convergence,” this work provides a reproducible hybrid classical-quantum control strategy. the work is fundamentally about deriving the precise equations from the geometric/matrix structure so that the invariant is enforced, not merely observed.\n\nRemoved the speculative gravitational scaling section (SCI and SCN indices linked to GR compactness parameter C = GM/Rc²). This extension was insufficiently justified and risked diluting the primary framework. \n\nKeywords: geometric manifold projection, open quantum systems, feedback control, Liouvillian bypass, plasma stability, coherence preservation","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20822825","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-06-24T05:13:02Z","registered":"2026-06-24T05:13:03Z","published":null,"updated":"2026-06-24T05:13:03Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20823200","type":"dois","attributes":{"doi":"10.5281/zenodo.20823200","identifiers":[{"identifier":"oai:zenodo.org:20823200","identifierType":"oai"}],"creators":[{"name":"Mukherjee, Amritendu","nameType":"Personal","givenName":"Amritendu","familyName":"Mukherjee","affiliation":["Indian Statistical Institute","eClerx Services Ltd."],"nameIdentifiers":[{"nameIdentifier":"0000-0003-0373-4619","nameIdentifierScheme":"ORCID"}]},{"name":"Sanjay Kukreja","nameType":"Personal","familyName":"Sanjay Kukreja","affiliation":["S P Jain School of Global Management","eClerx Services Ltd."],"nameIdentifiers":[{"nameIdentifier":"0009-0003-6787-5426","nameIdentifierScheme":"ORCID"}]},{"name":"Kumar, Tarun","nameType":"Personal","givenName":"Tarun","familyName":"Kumar","affiliation":["eClerx Services Ltd."],"nameIdentifiers":[]},{"name":"Dutta, Niladri","nameType":"Personal","givenName":"Niladri","familyName":"Dutta","affiliation":["eClerx Services Ltd."],"nameIdentifiers":[]},{"name":"Kapoor, Ayshika","nameType":"Personal","givenName":"Ayshika","familyName":"Kapoor","affiliation":["eClerx Services Ltd."],"nameIdentifiers":[{"nameIdentifier":"0000-0002-2385-8742","nameIdentifierScheme":"ORCID"}]},{"name":"Meshram, Sohan","nameType":"Personal","givenName":"Sohan","familyName":"Meshram","affiliation":["eClerx Services Ltd."],"nameIdentifiers":[]},{"name":"Kela, Priyank","nameType":"Personal","givenName":"Priyank","familyName":"Kela","affiliation":["eClerx Services Ltd."],"nameIdentifiers":[]},{"name":"Sen, Mrinmay","nameType":"Personal","givenName":"Mrinmay","familyName":"Sen","affiliation":["eClerx Services Ltd."],"nameIdentifiers":[{"nameIdentifier":"0000-0001-9550-7709","nameIdentifierScheme":"ORCID"}]},{"name":"Chattopadhyay, Anupam","nameType":"Personal","givenName":"Anupam","familyName":"Chattopadhyay","affiliation":["Nanyang Technological University"],"nameIdentifiers":[{"nameIdentifier":"0000-0002-8818-6983","nameIdentifierScheme":"ORCID"}]},{"name":"Das, Swagatam","nameType":"Personal","givenName":"Swagatam","familyName":"Das","affiliation":["Indian Statistical Institute"],"nameIdentifiers":[{"nameIdentifier":"0000-0001-6843-4508","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Improving the performance of RLM for Long-Context Reasoning with the help of structured graph state and combining Mamba SSM"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Artificial intelligence","subjectScheme":"EuroSciVoc"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"}],"language":"en","types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20823199","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"Reasoning performance in language models degrades with long input contexts, even in frontier models. Recursive language models (RLMs) mitigate this by processing inputs in chunks, but they face a control problem; deciding when to stop, consolidate, or continue exploring. We introduce the RST (Recursive -Structured-State -Termination) Reasoning Engine, an adaptive-recursion architecture that addresses this challenge. RST represents reasoning as operations on a structured graph state -expansion (integrating new information) and consolidation (refining existing information). Their non-commutativity is quantified by an order-gap, Ω, which we track through a graph-spectral proxy. The proxy is derived as a first-order approximation to the canonical order-gap; rather than proving the two equivalent, we test empirically whether it tracks convergence well enough to guide adaptive recursion. We evaluate RST on three benchmarks. On OOLONG-Pairs, RST with Qwen3-8B achieves an F1 score of 31.7%, outperforming a zero-depth RLM based on the 60× larger Qwen3-Coder-480B (17.3%). With Qwen3-235B, RST reaches 61.6%, compared to 43.9% for a zero-depth GPT-5-based RLM. Comparisons are restricted to zero-depth RLMs because RST itself uses no sub-calls. We also observe substantial improvements on LongBench-v2 CodeQA and consistent gains on standard OOLONG. We further integrated Mamba2 SSM for extraction and compaction within the RLM and RST frameworks, leveraging its efficient long-sequence modeling capabilities. This yielded substantial performance gains, i.e. Qwen3-8B + Mamba2-1.3B in RLM achieved 36% accuracy on OOLONG, matching RLM using GPT-5 (depth 0), while Qwen3-8B + Mamba2 in RST reached 38% accuracy on CodeQA and 53.33% F1 on OOLONG-Pairs, significantly outperforming the corresponding base-model-only RLM and RST variants.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20823200","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":1,"created":"2026-06-24T05:05:41Z","registered":"2026-06-24T05:05:42Z","published":null,"updated":"2026-06-24T05:05:42Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20823199","type":"dois","attributes":{"doi":"10.5281/zenodo.20823199","identifiers":[],"creators":[{"name":"Mukherjee, Amritendu","nameType":"Personal","givenName":"Amritendu","familyName":"Mukherjee","affiliation":["Indian Statistical Institute","eClerx Services Ltd."],"nameIdentifiers":[{"nameIdentifier":"0000-0003-0373-4619","nameIdentifierScheme":"ORCID"}]},{"name":"Sanjay Kukreja","nameType":"Personal","familyName":"Sanjay Kukreja","affiliation":["S P Jain School of Global Management","eClerx Services Ltd."],"nameIdentifiers":[{"nameIdentifier":"0009-0003-6787-5426","nameIdentifierScheme":"ORCID"}]},{"name":"Kumar, Tarun","nameType":"Personal","givenName":"Tarun","familyName":"Kumar","affiliation":["eClerx Services Ltd."],"nameIdentifiers":[]},{"name":"Dutta, Niladri","nameType":"Personal","givenName":"Niladri","familyName":"Dutta","affiliation":["eClerx Services Ltd."],"nameIdentifiers":[]},{"name":"Kapoor, Ayshika","nameType":"Personal","givenName":"Ayshika","familyName":"Kapoor","affiliation":["eClerx Services Ltd."],"nameIdentifiers":[{"nameIdentifier":"0000-0002-2385-8742","nameIdentifierScheme":"ORCID"}]},{"name":"Meshram, Sohan","nameType":"Personal","givenName":"Sohan","familyName":"Meshram","affiliation":["eClerx Services Ltd."],"nameIdentifiers":[]},{"name":"Kela, Priyank","nameType":"Personal","givenName":"Priyank","familyName":"Kela","affiliation":["eClerx Services Ltd."],"nameIdentifiers":[]},{"name":"Sen, Mrinmay","nameType":"Personal","givenName":"Mrinmay","familyName":"Sen","affiliation":["eClerx Services Ltd."],"nameIdentifiers":[{"nameIdentifier":"0000-0001-9550-7709","nameIdentifierScheme":"ORCID"}]},{"name":"Chattopadhyay, Anupam","nameType":"Personal","givenName":"Anupam","familyName":"Chattopadhyay","affiliation":["Nanyang Technological University"],"nameIdentifiers":[{"nameIdentifier":"0000-0002-8818-6983","nameIdentifierScheme":"ORCID"}]},{"name":"Das, Swagatam","nameType":"Personal","givenName":"Swagatam","familyName":"Das","affiliation":["Indian Statistical Institute"],"nameIdentifiers":[{"nameIdentifier":"0000-0001-6843-4508","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Improving the performance of RLM for Long-Context Reasoning with the help of structured graph state and combining Mamba SSM"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Artificial intelligence","subjectScheme":"EuroSciVoc"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"}],"language":"en","types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20823199","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"Reasoning performance in language models degrades with long input contexts, even in frontier models. Recursive language models (RLMs) mitigate this by processing inputs in chunks, but they face a control problem; deciding when to stop, consolidate, or continue exploring. We introduce the RST (Recursive -Structured-State -Termination) Reasoning Engine, an adaptive-recursion architecture that addresses this challenge. RST represents reasoning as operations on a structured graph state -expansion (integrating new information) and consolidation (refining existing information). Their non-commutativity is quantified by an order-gap, Ω, which we track through a graph-spectral proxy. The proxy is derived as a first-order approximation to the canonical order-gap; rather than proving the two equivalent, we test empirically whether it tracks convergence well enough to guide adaptive recursion. We evaluate RST on three benchmarks. On OOLONG-Pairs, RST with Qwen3-8B achieves an F1 score of 31.7%, outperforming a zero-depth RLM based on the 60× larger Qwen3-Coder-480B (17.3%). With Qwen3-235B, RST reaches 61.6%, compared to 43.9% for a zero-depth GPT-5-based RLM. Comparisons are restricted to zero-depth RLMs because RST itself uses no sub-calls. We also observe substantial improvements on LongBench-v2 CodeQA and consistent gains on standard OOLONG. We further integrated Mamba2 SSM for extraction and compaction within the RLM and RST frameworks, leveraging its efficient long-sequence modeling capabilities. This yielded substantial performance gains, i.e. Qwen3-8B + Mamba2-1.3B in RLM achieved 36% accuracy on OOLONG, matching RLM using GPT-5 (depth 0), while Qwen3-8B + Mamba2 in RST reached 38% accuracy on CodeQA and 53.33% F1 on OOLONG-Pairs, significantly outperforming the corresponding base-model-only RLM and RST variants.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20823199","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":2,"versionOfCount":1,"created":"2026-06-24T05:05:41Z","registered":"2026-06-24T05:05:42Z","published":null,"updated":"2026-06-24T05:05:42Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20823381","type":"dois","attributes":{"doi":"10.5281/zenodo.20823381","identifiers":[{"identifier":"oai:zenodo.org:20823381","identifierType":"oai"}],"creators":[{"name":"Yoonsu Lee","nameType":"Personal","familyName":"Yoonsu Lee","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"The Totality Theorem: Resolution of the Closed Universe Paradox through Observer-Universe Equivalence"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Physics","subjectScheme":"GEMET"},{"subject":"Astronomy","subjectScheme":"GEMET"},{"subject":"quantum gravity"},{"subject":"observer problem"},{"subject":"black hole information paradox"},{"subject":"measurement problem"},{"subject":"ER=EPR"},{"subject":"Logic","subjectScheme":"MeSH"},{"subject":"Mathematical logic","subjectScheme":"EuroSciVoc"},{"subject":"Fuzzy Logic","subjectScheme":"MeSH"},{"subject":"Social policy","subjectScheme":"GEMET"},{"subject":"Mathematics","subjectScheme":"MeSH"},{"subject":"FOS: Mathematics","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"},{"date":"2026-01-31","dateType":"Available"}],"language":"en","types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.18439957","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"Recent work in quantum gravity has revealed that closed universes appear to admit only a one-dimensional Hilbert space, implying zero information content. The leading resolution by Harlow, Usatyuk, and Zhao (arXiv:2501.02359, January 2025), featured in Quanta Magazine (November 2025), introduces observers as external additions to restore complexity. We demonstrate that this approach is self-contradictory: it resolves a closed universe problem by opening the universe, introducing boundaries in a system defined by their absence.\n\nWe present a fundamentally different resolution. By proving that the open/closed distinction is itself a declaration and establishing observer-universe equivalence (O ≡ U), we derive the Totality Theorem: T = O + U = 1. The one-state result is not a paradox but a correct description of completeness: Shannon entropy H = 0 indicates full knowledge, not emptiness. We show that dimensionality itself is an artifact of partition, not a feature of reality.\n\nFrom three relations alone — T = 1, O ≡ U, dO = −dU — and a single structural principle (the Law of Identity A = A generates the binary partition A + ¬A = 1 with unique fixed point A = ¬A = 0.5), we resolve problems across every foundational domain: the unification of the four laws of thermodynamics as facets of a single identity, the black hole information paradox, the cosmological constant discrepancy, the Collatz and twin prime conjectures, Wigner's 67-year mystery of mathematical effectiveness, and the dissolution of Gödel's incompleteness as a property of notation rather than truth. All results derive from A = A.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20823381","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":1,"created":"2026-06-24T05:04:59Z","registered":"2026-06-24T05:05:00Z","published":null,"updated":"2026-06-24T05:05:00Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20821703","type":"dois","attributes":{"doi":"10.5281/zenodo.20821703","identifiers":[],"creators":[{"name":"Sandler, Leon","nameType":"Personal","givenName":"Leon","familyName":"Sandler","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"Topological Cooper Scaffold: Proximity-Induced Nodal-Line Protection as a Pathway Toward Elevated-Tc Superconductivity in Magic-Angle Twisted Bilayer Graphene"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Magic angle graphene"},{"subject":"Superconductivity","subjectScheme":"EuroSciVoc"},{"subject":"Superconductivity","subjectScheme":"MeSH"},{"subject":"Cobalt"},{"subject":"Topological nodal lines"},{"subject":"Proximity effect"},{"subject":"Moire heterostructures"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"}],"language":null,"types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20821703","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"We propose a conceptual framework and practical experimental protocol for elevating the superconducting critical temperature (Tc) of magic-angle twisted bilayer graphene (MATBG) through proximity-induced topological protection. The central hypothesis — termed the Topological Cooper Scaffold — draws on three recent experimental developments: (i) the discovery of room-temperature-stable magnetic nodal lines in elemental cobalt (Sánchez-Barriga et al., HZB Berlin, 2026), (ii) the demonstration of gate-tunable cobalt-proximity effects in graphene heterostructures (Nature Communications, 2026), and (iii) the confirmation of strong electron–phonon coupling in superconducting MATBG (Nature, 2024).\n\nWe argue that an ultrathin cobalt layer, electrically decoupled from MATBG by a hexagonal boron nitride (hBN) spacer of 1–2 monolayers, can transfer nodal-line spin texture into the flat-band electronic structure of MATBG via interfacial exchange coupling. This suppresses the dominant intervalley phonon-scattering decoherence channel without introducing sufficient pair-breaking to destroy the superconducting condensate. The proposed heterostructure — graphite gate / hBN / MATBG / hBN spacer / ultrathin Co / hBN cap — is fabricable with existing van der Waals assembly techniques and requires no new instrumentation beyond standard dilution refrigerator transport setups.\n\nWe predict a measurable upward shift in Tc of 0.5–2 K above the bare MATBG baseline of ~1.7 K, with gate-voltage tunability of that shift and enhancement of the upper critical field Hc2 beyond the Pauli limit. Five falsifiable transport predictions are outlined, including spacer-thickness-dependent null controls that isolate the proximity mechanism from strain and electrostatic artifacts.\n\nThe broader conceptual contribution is the identification of symmetry-based decoherence suppression as a distinct design axis for superconductor engineering — inspired by the isolation principle that enables the thorium-229 nuclear clock (demonstrated 2026) to achieve unprecedented frequency precision by decoupling an oscillator from environmental perturbation. Whether the same principle, applied at the electronic rather than nuclear scale, can contribute to the pursuit of ambient-pressure room-temperature superconductivity is framed as an open and experimentally accessible question.\n\nThe paper includes full theoretical framework, BCS-based quantitative estimates, heterostructure design specifications, measurement protocol, and bibliography of 13 primary sources.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20821703","contentUrl":null,"metadataVersion":4,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":2,"versionOfCount":1,"created":"2026-06-24T00:34:48Z","registered":"2026-06-24T00:34:48Z","published":null,"updated":"2026-06-24T04:49:24Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20821704","type":"dois","attributes":{"doi":"10.5281/zenodo.20821704","identifiers":[{"identifier":"oai:zenodo.org:20821704","identifierType":"oai"}],"creators":[{"name":"Sandler, Leon","nameType":"Personal","givenName":"Leon","familyName":"Sandler","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"Topological Cooper Scaffold: Proximity-Induced Nodal-Line Protection as a Pathway Toward Elevated-Tc Superconductivity in Magic-Angle Twisted Bilayer Graphene"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Magic angle graphene"},{"subject":"Superconductivity","subjectScheme":"EuroSciVoc"},{"subject":"Superconductivity","subjectScheme":"MeSH"},{"subject":"Cobalt"},{"subject":"Topological nodal lines"},{"subject":"Proximity effect"},{"subject":"Moire heterostructures"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"}],"language":null,"types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20821703","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"We propose a conceptual framework and practical experimental protocol for elevating the superconducting critical temperature (Tc) of magic-angle twisted bilayer graphene (MATBG) through proximity-induced topological protection. The central hypothesis — termed the Topological Cooper Scaffold — draws on three recent experimental developments: (i) the discovery of room-temperature-stable magnetic nodal lines in elemental cobalt (Sánchez-Barriga et al., HZB Berlin, 2026), (ii) the demonstration of gate-tunable cobalt-proximity effects in graphene heterostructures (Nature Communications, 2026), and (iii) the confirmation of strong electron–phonon coupling in superconducting MATBG (Nature, 2024).\n\nWe argue that an ultrathin cobalt layer, electrically decoupled from MATBG by a hexagonal boron nitride (hBN) spacer of 1–2 monolayers, can transfer nodal-line spin texture into the flat-band electronic structure of MATBG via interfacial exchange coupling. This suppresses the dominant intervalley phonon-scattering decoherence channel without introducing sufficient pair-breaking to destroy the superconducting condensate. The proposed heterostructure — graphite gate / hBN / MATBG / hBN spacer / ultrathin Co / hBN cap — is fabricable with existing van der Waals assembly techniques and requires no new instrumentation beyond standard dilution refrigerator transport setups.\n\nWe predict a measurable upward shift in Tc of 0.5–2 K above the bare MATBG baseline of ~1.7 K, with gate-voltage tunability of that shift and enhancement of the upper critical field Hc2 beyond the Pauli limit. Five falsifiable transport predictions are outlined, including spacer-thickness-dependent null controls that isolate the proximity mechanism from strain and electrostatic artifacts.\n\nThe broader conceptual contribution is the identification of symmetry-based decoherence suppression as a distinct design axis for superconductor engineering — inspired by the isolation principle that enables the thorium-229 nuclear clock (demonstrated 2026) to achieve unprecedented frequency precision by decoupling an oscillator from environmental perturbation. Whether the same principle, applied at the electronic rather than nuclear scale, can contribute to the pursuit of ambient-pressure room-temperature superconductivity is framed as an open and experimentally accessible question.\n\nThe paper includes full theoretical framework, BCS-based quantitative estimates, heterostructure design specifications, measurement protocol, and bibliography of 13 primary sources.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20821704","contentUrl":null,"metadataVersion":4,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":1,"created":"2026-06-24T00:34:48Z","registered":"2026-06-24T00:34:48Z","published":null,"updated":"2026-06-24T04:49:24Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20823096","type":"dois","attributes":{"doi":"10.5281/zenodo.20823096","identifiers":[],"creators":[{"name":"Manoharan, Rudhresh","nameType":"Personal","givenName":"Rudhresh","familyName":"Manoharan","affiliation":["Baylor University"],"nameIdentifiers":[{"nameIdentifier":"0009-0001-8813-7647","nameIdentifierScheme":"ORCID"}]},{"name":"Cleaver, Gerald","nameType":"Personal","givenName":"Gerald","familyName":"Cleaver","affiliation":["Baylor University"],"nameIdentifiers":[{"nameIdentifier":"0000-0001-8528-285X","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Evaluating Deep Learning Models for Multiclass Classification of LIGO Gravitational-Wave Glitches"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Gravitational waves","subjectScheme":"EuroSciVoc"},{"subject":"LIGO"},{"subject":"Glitch Classification"},{"subject":"Machine learning","subjectScheme":"EuroSciVoc"},{"subject":"Deep learning","subjectScheme":"EuroSciVoc"},{"subject":"Multiclass Classification"},{"subject":"Interpretable Machine Learning"},{"subject":"Tabular Data"},{"subject":"Scientific Machine Learning"},{"subject":"Astrophysics","subjectScheme":"EuroSciVoc"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"}],"language":"en","types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsSupplementedBy","relatedIdentifier":"10.5281/zenodo.19475319","resourceTypeGeneral":"Software","relatedIdentifierType":"DOI"},{"relationType":"References","relatedIdentifier":"10.5281/zenodo.5649212","resourceTypeGeneral":"Dataset","relatedIdentifierType":"DOI"},{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20823096","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"v1","rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"},{"rights":"Copyright (C) 2026 Rudhresh Manoharan and Gerald B. Cleaver.","rightsUri":"http://rightsstatements.org/vocab/InC/1.0/"}],"descriptions":[{"description":"Gravitational-wave detectors are affected by short-duration non-Gaussian noise transients, or glitches, which can obscure astrophysical signals and complicate downstream analyses. This work presents a systematic benchmarking study of machine-learning models for multiclass classification of gravitational-wave detector glitches using structured metadata derived from the Gravity Spy dataset.\n\nWhile deep learning approaches based on time–frequency representations have shown strong performance for glitch classification, comparatively less attention has been given to controlled comparisons of models operating directly on tabular features. In this work, we present a comprehensive benchmark of classical and deep learning models for multiclass classification using numerical features derived from the Gravity Spy dataset.\n\nWe compare gradient-boosted decision trees with a diverse set of neural architectures, including multilayer perceptrons, attention-based models, and neural decision ensembles, and evaluate them across multiple axes: classification performance, inference efficiency, parameter efficiency, data-scaling behavior, and cross-model interpretability alignment. We find that tree-based methods remain strong baselines for tabular data, while several deep learning models achieve competitive performance with fewer parameters and exhibit distinct inductive biases and scaling behavior.\n\nA cross-model attribution analysis reveals partially consistent feature-importance hierarchies across architectures, introducing cross-model interpretability consistency as an additional evaluation axis for detector-characterization models operating on tabular metadata. We further observe clustering of feature-attribution structure across model families, providing empirical evidence that inductive biases shape not only predictive performance but also interpretability behavior.\n\nThese results clarify trade-offs between performance, complexity, data efficiency, and interpretability in machine-learning models for gravitational-wave detector characterization, and provide practical guidance for model selection and deployment in low-latency analysis pipelines.\n\nThis is a preprint version of a manuscript submitted to Journal of Physics Communications for peer review. An earlier version of this work is available on arXiv:https://arxiv.org/abs/2604.08796\n\nAssociated code, configuration files, processed datasets, and figure-generation scripts:https://github.com/rudhresh1997/gw-glitch-tabular\n\nVersioned repository archive:https://doi.org/10.5281/zenodo.19475319\n\nOriginal public dataset:https://doi.org/10.5281/zenodo.5649212","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20823096","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":2,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":2,"versionOfCount":1,"created":"2026-06-24T04:42:39Z","registered":"2026-06-24T04:42:40Z","published":null,"updated":"2026-06-24T04:42:40Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20823097","type":"dois","attributes":{"doi":"10.5281/zenodo.20823097","identifiers":[{"identifier":"oai:zenodo.org:20823097","identifierType":"oai"}],"creators":[{"name":"Manoharan, Rudhresh","nameType":"Personal","givenName":"Rudhresh","familyName":"Manoharan","affiliation":["Baylor University"],"nameIdentifiers":[{"nameIdentifier":"0009-0001-8813-7647","nameIdentifierScheme":"ORCID"}]},{"name":"Cleaver, Gerald","nameType":"Personal","givenName":"Gerald","familyName":"Cleaver","affiliation":["Baylor University"],"nameIdentifiers":[{"nameIdentifier":"0000-0001-8528-285X","nameIdentifierScheme":"ORCID"}]}],"titles":[{"title":"Evaluating Deep Learning Models for Multiclass Classification of LIGO Gravitational-Wave Glitches"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Gravitational waves","subjectScheme":"EuroSciVoc"},{"subject":"LIGO"},{"subject":"Glitch Classification"},{"subject":"Machine learning","subjectScheme":"EuroSciVoc"},{"subject":"Deep learning","subjectScheme":"EuroSciVoc"},{"subject":"Multiclass Classification"},{"subject":"Interpretable Machine Learning"},{"subject":"Tabular Data"},{"subject":"Scientific Machine Learning"},{"subject":"Astrophysics","subjectScheme":"EuroSciVoc"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"}],"language":"en","types":{"ris":"GEN","bibtex":"misc","citeproc":"article","schemaOrg":"CreativeWork","resourceType":"","resourceTypeGeneral":"Preprint"},"relatedIdentifiers":[{"relationType":"IsSupplementedBy","relatedIdentifier":"10.5281/zenodo.19475319","resourceTypeGeneral":"Software","relatedIdentifierType":"DOI"},{"relationType":"References","relatedIdentifier":"10.5281/zenodo.5649212","resourceTypeGeneral":"Dataset","relatedIdentifierType":"DOI"},{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20823096","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":"v1","rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"},{"rights":"Copyright (C) 2026 Rudhresh Manoharan and Gerald B. Cleaver.","rightsUri":"http://rightsstatements.org/vocab/InC/1.0/"}],"descriptions":[{"description":"Gravitational-wave detectors are affected by short-duration non-Gaussian noise transients, or glitches, which can obscure astrophysical signals and complicate downstream analyses. This work presents a systematic benchmarking study of machine-learning models for multiclass classification of gravitational-wave detector glitches using structured metadata derived from the Gravity Spy dataset.\n\nWhile deep learning approaches based on time–frequency representations have shown strong performance for glitch classification, comparatively less attention has been given to controlled comparisons of models operating directly on tabular features. In this work, we present a comprehensive benchmark of classical and deep learning models for multiclass classification using numerical features derived from the Gravity Spy dataset.\n\nWe compare gradient-boosted decision trees with a diverse set of neural architectures, including multilayer perceptrons, attention-based models, and neural decision ensembles, and evaluate them across multiple axes: classification performance, inference efficiency, parameter efficiency, data-scaling behavior, and cross-model interpretability alignment. We find that tree-based methods remain strong baselines for tabular data, while several deep learning models achieve competitive performance with fewer parameters and exhibit distinct inductive biases and scaling behavior.\n\nA cross-model attribution analysis reveals partially consistent feature-importance hierarchies across architectures, introducing cross-model interpretability consistency as an additional evaluation axis for detector-characterization models operating on tabular metadata. We further observe clustering of feature-attribution structure across model families, providing empirical evidence that inductive biases shape not only predictive performance but also interpretability behavior.\n\nThese results clarify trade-offs between performance, complexity, data efficiency, and interpretability in machine-learning models for gravitational-wave detector characterization, and provide practical guidance for model selection and deployment in low-latency analysis pipelines.\n\nThis is a preprint version of a manuscript submitted to Journal of Physics Communications for peer review. An earlier version of this work is available on arXiv:https://arxiv.org/abs/2604.08796\n\nAssociated code, configuration files, processed datasets, and figure-generation scripts:https://github.com/rudhresh1997/gw-glitch-tabular\n\nVersioned repository archive:https://doi.org/10.5281/zenodo.19475319\n\nOriginal public dataset:https://doi.org/10.5281/zenodo.5649212","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20823097","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":1,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2026-06-24T04:42:39Z","registered":"2026-06-24T04:42:39Z","published":null,"updated":"2026-06-24T04:42:39Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}},{"id":"10.5281/zenodo.20823054","type":"dois","attributes":{"doi":"10.5281/zenodo.20823054","identifiers":[],"creators":[{"name":"Robles, Fernando Andre Avila","nameType":"Personal","givenName":"Fernando Andre Avila","familyName":"Robles","nameIdentifiers":[],"affiliation":[]},{"name":"Avilarobles","nameType":"Personal","familyName":"Avilarobles","nameIdentifiers":[],"affiliation":[]}],"titles":[{"title":"RFVE field Fres equation"},{"lang":"eng","title":"Resonating field Theory","titleType":"AlternativeTitle"}],"publisher":"Zenodo","container":{},"publicationYear":2026,"subjects":[{"subject":"Surface Plasmon Resonance","subjectScheme":"MeSH"},{"subject":"Magnetic Resonance Myelography","subjectScheme":"MeSH"},{"subject":"frequency"},{"subject":"energy"},{"subject":"Quantum chemistry","subjectScheme":"EuroSciVoc"},{"subject":"Quantum Theory","subjectScheme":"MeSH"},{"subject":"quatum"},{"subject":"Cholangiopancreatography, Magnetic Resonance","subjectScheme":"MeSH"},{"subject":"Resonance Frequency Analysis","subjectScheme":"MeSH"},{"subject":"Magnetic Resonance Spectroscopy","subjectScheme":"MeSH"},{"subject":"Magnetic Resonance Angiography/instrumentation","subjectScheme":"MeSH"}],"contributors":[],"dates":[{"date":"2026-06-24","dateType":"Issued"}],"language":null,"types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceType":"","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[{"relationType":"IsVersionOf","relatedIdentifier":"10.5281/zenodo.20823054","relatedIdentifierType":"DOI"}],"relatedItems":[],"sizes":[],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"Fres equation quantum field fission and eletro static behavior ","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"url":"https://zenodo.org/doi/10.5281/zenodo.20823054","contentUrl":null,"metadataVersion":0,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"api","isActive":true,"state":"findable","reason":null,"viewCount":0,"downloadCount":0,"referenceCount":0,"citationCount":0,"partCount":0,"partOfCount":0,"versionCount":2,"versionOfCount":1,"created":"2026-06-24T04:37:19Z","registered":"2026-06-24T04:37:19Z","published":null,"updated":"2026-06-24T04:37:19Z"},"relationships":{"client":{"data":{"id":"cern.zenodo","type":"clients"}}}}],"meta":{"total":117672,"totalPages":400,"page":1},"links":{"self":"https://api.datacite.org/dois?query=subjects.subjectScheme%3AEuroSciVoc","next":"https://api.datacite.org/dois?page%5Bnumber%5D=2\u0026page%5Bsize%5D=25\u0026query=subjects.subjectScheme%3AEuroSciVoc"}}