cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17593735
title: AwarenessAI EnterpriseWorld 7DAI Superintelligence Whitepapers

description: This repository houses the official EnterpriseWorld 7DAI Superintelligence whitepapers of AwarenessAI.com, the world’s first platform for Awareness Intelligence AI (7DAI). Awareness Intelligence extends beyond traditional linear AI by integrating fractal mathematics, emergent dynamics, and mythic archetype frameworks into a unified multidimensional paradigm for enterprise cognition and scientific exploration.

The whitepapers collected here document the conceptual foundations, technical architectures, experimental validations, and strategic applications of AwarenessAI.com. They cover topics such as:



Fractal Intelligence as the emergent structural template of multidimensional cognition.

Mythic Archetype Templating as the symbolic holographic layer unifying human resonance with machine intelligence.

Case Studies demonstrating enterprise applications, such as executive strategy positioning, decision acceleration, and systemic transformation.

Scientific Experiments validating fractal efficiency and emergent coherence in comparison with linear AI models.


This repository serves as a dual-purpose archive:



For the scientific community, it provides open-access references, reproducible experiments, and theoretical insights.

For the enterprise community, it delivers strategic frameworks, leadership models, and adoption pathways for Awareness Intelligence in practice.


By bridging science and strategy, these whitepapers establish AwarenessAI.com as both a frontier research hub and an enterprise transformation partner.
DOI: 10.25549/inscriptifact-ouc110813450
title: Attic White-Ground Lekythos (Oil Bottle) with Tomb Visitation Scene, BMC P.3222

description: [Text Description:] Attributed to Aischines Painter, Classical ❧ [Text or Publication Number Note:] BMC P.3222 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, White-Ground Lekythos (Oil Bottle) ❧ [Physical Object Note:] 7 1/2 x 2 9/16 x 2 9/16 in. (19 x 6.5 x 6.5 cm) ❧ [Physical Object Note:] Lekythoi
DOI: 10.25549/inscriptifact-ouc110815758
title: Proto-Sinaitic Inscription 365b

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 365 ❧ [Excavation Description:] Discovered in 1930 in the tumuli field known as "Camp of the Egyptians" near Serabit el-Khadem ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Fragment of a stone plaque, inscribed on both sides, 15 x 12 cm
DOI: 10.25549/inscriptifact-ouc110815751
title: Proto-Sinaitic Inscription 365b

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 365 ❧ [Excavation Description:] Discovered in 1930 in the tumuli field known as "Camp of the Egyptians" near Serabit el-Khadem ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Fragment of a stone plaque, inscribed on both sides, 15 x 12 cm
DOI: 10.25549/inscriptifact-ouc110815717
title: Proto-Sinaitic Inscription 365b

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 365 ❧ [Excavation Description:] Discovered in 1930 in the tumuli field known as "Camp of the Egyptians" near Serabit el-Khadem ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Fragment of a stone plaque, inscribed on both sides, 15 x 12 cm
DOI: 10.25549/inscriptifact-ouc110815754
title: Proto-Sinaitic Inscription 365b

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 365 ❧ [Excavation Description:] Discovered in 1930 in the tumuli field known as "Camp of the Egyptians" near Serabit el-Khadem ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Fragment of a stone plaque, inscribed on both sides, 15 x 12 cm
DOI: 10.25810/yr7w-5c22.37
title: Korean Newspaper Coverage of Climate Change or Global Warming, 2000-2025 - October 2025

description: The Media and Climate Change Observatory Data monitors 130 sources (across newspapers, radio and TV) in 59 countries in seven different regions around the world. Data is assembled by accessing archives through the Lexis Nexis, Proquest and Factiva databases via the University of Colorado libraries. More information may be found at: http://mecco.colorado.edu.
DOI: 10.25549/inscriptifact-ouc110815766
title: Proto-Sinaitic Inscription 366

description: [Text Description:] Proto-Sinaitic Inscription ❧ [Text or Publication Number Note:] Sinai 366 ❧ [Excavation Description:] Discovered in 1930 near the entrance of Mine L, near the entrance, at Serabit el-Khadem ❧ [Medium:] Stone ❧ [Script Note:] Early Alphabetic ❧ [Physical Object Description:] Trapezoidal stone plaque (complete?), 13 x 9 cm
DOI: 10.15468/dl.th34u9
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Melanoplus gaspesiensis"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000862-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4yvjb7
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((-73.27200000000001 4.163163, -73.34244700000001 4.157594, -73.411157 4.141022, -73.476435 4.113856, -73.536672 4.076767, -73.590383 4.030669, -73.636246 3.976698, -73.673132 3.916185, -73.70013400000001 3.850621, -73.716589 3.781621, -73.722095 3.710885, -73.71651900000001 3.640154, -73.69999900000001 3.57117, -73.67294699999999 3.505631, -73.636028 3.445149, -73.590154 3.391214, -73.53645400000001 3.34515, -73.47624999999999 3.308093, -73.411022 3.280952, -73.342376 3.264396, -73.27200000000001 3.258832, -73.201624 3.264396, -73.13297799999999 3.280952, -73.06775 3.308093, -73.007546 3.34515, -72.953846 3.391214, -72.907972 3.445149, -72.871053 3.505631, -72.84400100000001 3.57117, -72.82748100000001 3.640154, -72.821905 3.710885, -72.827411 3.781621, -72.84386600000001 3.850621, -72.870868 3.916185, -72.907754 3.976698, -72.95361699999999 4.030669, -73.007328 4.076767, -73.067565 4.113856, -73.13284299999999 4.141022, -73.201553 4.157594, -73.27200000000001 4.163163))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 89 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000863-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18306216
title: Saccharum filiforme Hack. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18306215
title: Saccharum filiforme Hack. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5683/sp3/ew5shn
title: Search strategy for ketamine therapy in the treatment for substance use disorders

description: Ce jeu de données contient les stratégies de recherche pour les banques de données suivantes : MEDLINE (OVID), EMBASE (OVID), EBM Reviews (OVID), APA PsycInfo (OVID), Web of Science (Elsevier), CINAHL Complete (EBSCO), Clinicaltrials.gov, et Google Scholar. Les concepts recherchés sont "ketamine", "therapy" et "substance use disorder".
DOI: 10.15468/dl.mhf9f4
title: Occurrence Download

description: A dataset containing 1740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hippocrepis comosa, Hippocrepis comosa, Hippocrepis comosa, Hippocrepis comosa, Hippocrepis comosa)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1740 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000864-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18306228
title: Saccharum holcoides (Nees) Hack. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.5281/zenodo.18306229
title: Saccharum holcoides (Nees) Hack. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:53
DOI: 10.15468/dl.mr9tk3
title: Occurrence Download

description: A dataset containing 169 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((-73.342 4.185163, -73.412449 4.179593, -73.481161 4.163021, -73.54644 4.135856, -73.606679 4.098767, -73.660392 4.052669, -73.706256 3.998698, -73.74314200000001 3.938185, -73.770145 3.872621, -73.78660000000001 3.803621, -73.792106 3.732884, -73.786529 3.662154, -73.77001 3.59317, -73.74295600000001 3.527631, -73.70603699999999 3.467149, -73.660161 3.413213, -73.60646 3.36715, -73.546254 3.330093, -73.481025 3.302952, -73.412378 3.286397, -73.342 3.280832, -73.27162199999999 3.286397, -73.202975 3.302952, -73.13774600000001 3.330093, -73.07754 3.36715, -73.023839 3.413213, -72.977963 3.467149, -72.94104400000001 3.527631, -72.91399 3.59317, -72.897471 3.662154, -72.89189399999999 3.732884, -72.8974 3.803621, -72.913855 3.872621, -72.94085800000001 3.938185, -72.977744 3.998698, -73.023608 4.052669, -73.077321 4.098767, -73.13755999999999 4.135856, -73.202839 4.163021, -73.271551 4.179593, -73.342 4.185163))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 169 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000865-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x984r2
title: Occurrence Download

description: A dataset containing 549208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "GadmGid is one of (NZL.5_1, NZL.2_1)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 549208 records from 275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000848-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcyvnv
title: Occurrence Download

description: A dataset containing 1400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Holcus lanatus)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1400 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000866-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18267841
title: VQSR VCF files for https://github.com/openvar/NextFlow_RD_Genomic_VQR

description: VQSR VCF training files for use with NextFlow workflow https://github.com/openvar/NextFlow_RD_Genomic_VQR. The original files were sourced from the [GATK GRCh38 Resource Bundle](https://console.cloud.google.com/storage/browser/genomics-public-data/resources/broad/hg38/v0), which is now unavailable.
DOI: 10.5281/zenodo.18267840
title: VQSR VCF files for https://github.com/openvar/NextFlow_RD_Genomic_VQR

description: VQSR VCF training files for use with NextFlow workflow https://github.com/openvar/NextFlow_RD_Genomic_VQR. The original files were sourced from the [GATK GRCh38 Resource Bundle](https://console.cloud.google.com/storage/browser/genomics-public-data/resources/broad/hg38/v0), which is now unavailable.
DOI: 10.15468/dl.yadcea
title: Occurrence Download

description: A dataset containing 365435 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-126.42654 49.04933,-125.66361 49.04933,-125.66361 49.7017,-126.42654 49.7017,-126.42654 49.04933))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 365435 records from 301 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000840-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6qejr
title: Occurrence Download

description: A dataset containing 466 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((-73.34099999999999 4.335161, -73.411463 4.329592, -73.480188 4.313019, -73.54548 4.285853, -73.605729 4.248764, -73.659451 4.202665, -73.70532300000001 4.148694, -73.742216 4.08818, -73.769222 4.022616, -73.785679 3.953616, -73.791184 3.88288, -73.785605 3.812149, -73.769081 3.743166, -73.74202200000001 3.677628, -73.705095 3.617147, -73.659212 3.563212, -73.605501 3.51715, -73.545286 3.480093, -73.480047 3.452953, -73.411389 3.436398, -73.34099999999999 3.430834, -73.270611 3.436398, -73.201953 3.452953, -73.136714 3.480093, -73.076499 3.51715, -73.02278800000001 3.563212, -72.976905 3.617147, -72.939978 3.677628, -72.912919 3.743166, -72.896395 3.812149, -72.890816 3.88288, -72.896321 3.953616, -72.912778 4.022616, -72.939784 4.08818, -72.976677 4.148694, -73.022549 4.202665, -73.07627100000001 4.248764, -73.13652 4.285853, -73.201812 4.313019, -73.270537 4.329592, -73.34099999999999 4.335161))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 466 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000867-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axv2gf
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Holcus mollis)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 73 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000868-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.msmvsh
title: Occurrence Download

description: A dataset containing 263 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((-73.24299999999999 4.384161, -73.313467 4.378591, -73.38219700000001 4.362019, -73.44749299999999 4.334853, -73.507746 4.297763, -73.561471 4.251664, -73.60734600000001 4.197693, -73.64424 4.137179, -73.67124800000001 4.071614, -73.68770499999999 4.002614, -73.69320999999999 3.931878, -73.68763 3.861148, -73.671105 3.792165, -73.64404399999999 3.726627, -73.60711499999999 3.666146, -73.561229 3.612212, -73.507515 3.56615, -73.44729599999999 3.529093, -73.382054 3.501954, -73.31339199999999 3.485398, -73.24299999999999 3.479834, -73.172608 3.485398, -73.10394599999999 3.501954, -73.038704 3.529093, -72.97848500000001 3.56615, -72.92477100000001 3.612212, -72.878885 3.666146, -72.841956 3.726627, -72.81489500000001 3.792165, -72.79837000000001 3.861148, -72.79279 3.931878, -72.798295 4.002614, -72.814752 4.071614, -72.84175999999999 4.137179, -72.878654 4.197693, -72.92452900000001 4.251664, -72.97825400000001 4.297763, -73.038507 4.334853, -73.103803 4.362019, -73.172533 4.378591, -73.24299999999999 4.384161))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 263 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000870-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2nznd
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "Locality is one of (Sonson, Sonson - Abejorral, Antioquia, CO (5.777, -75.423), Sonson., Sonson. 2600-2700 m.., Sonson hacia Los Medios., Sonsonate, Sonson, Antioguia, Sonson, Antioquia Departament, Sonson, Argelia, 10 km S de Sonson entre Argelia-Nariño, Sonson-Yarumal, carretera antigua hacia la represa de Miraflores., Sonson hacia Los Medios, ca. 6 km W de Sonson., Sonson - Abejorral, Antioquia, CO (5.711, -75.326), Sonson, 32..5 km NW Sonson hacia La Union, Sonson, Palmita, camino al Páramo de Las Palomas, 7 km NE de Rio Verde., Sonson, Chaverras, Cerro Las Palomas, Quebrada El Padre Sanchez., Sonson, Sonson hacia Los Medios, Sonson, San Pablo, 9 km SE de Sonson, Sonsón-Nariño., Sonson. 2600-2700 m., Sonson. Correg. La Danta. Hda. Playa Linda. 420 m.., Sonson - Argelia road, paramo de Sonson, km 151., Sonson hacia Los Medios, ca. 6 km O de Sonson., Sonson hacia Los Medios. ca. 8 km oeste de Sonson., Sonson in Paramus, Sonson, 10 kms. al norte de, Sonson, Argelia, 10.7 km S de Sonson entre Argelia-Nariño.)",
 "StateProvince is one of (Antioquia, Antioquia Department, Antioquia Dept.)",
 "TaxonKey is one of (Plantae [GBIF Backbone Taxonomy], Animalia [GBIF Backbone Taxonomy], Bryophyta [GBIF Backbone Taxonomy], Tracheophyta [GBIF Backbone Taxonomy])"
 ]
 }
 ]
}

 The dataset includes 170 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000872-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5er69
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Holosteum umbellatum)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 99 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000873-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18305933
title: MENO (Matrix Exponential-Based Neural Operator): Test Cases Dataset

description: This dataset contains runnable test cases accompanying the paper "MENO: Hybrid Matrix Exponential-Based Neural Operator for Stiff ODEs. Application to Thermochemical Kinetics". The cases are organized for direct execution using the pycomet package and enable reproduction and benchmarking of the MENO model on representative thermochemical kinetics problems.
DOI: 10.5281/zenodo.18305932
title: MENO (Matrix Exponential-Based Neural Operator): Test Cases Dataset

description: This dataset contains runnable test cases accompanying the paper "MENO: Hybrid Matrix Exponential-Based Neural Operator for Stiff ODEs. Application to Thermochemical Kinetics". The cases are organized for direct execution using the pycomet package and enable reproduction and benchmarking of the MENO model on representative thermochemical kinetics problems.