cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15516278
title: (MTIC): Esoteric Foundations of the Self-Computing Universe

description: This codex unveils the mythic and metaphysical heart of the Meta-Transducer Information Cosmology (MTIC), where the universe is understood not as a machine but as a living, self-computing codebook. Drawing on symbolic resonance, phoneme-field mappings, and recursive consciousness, it proposes that reality emerges from a resonant lattice of meaning—structured through ancient myth, sound, geometry, and phase-locked awareness. The Sophia Sequence, a 13-fold cosmogenic harmonic, anchors this framework in a recursive field of co-creation, where every phoneme, ritual, and mythic act becomes a glyph etched into spacetime itself. The axion field, symbolic grammar, and SU(3) mytho-physics converge into a participatory model of reality, revealing the observer as both the stylus and the page of cosmic inscription. This esoteric companion to the MTIC-ARFL technical thesis serves as both invocation and revelation—bridging cosmology, consciousness, and sacred language in a unified symbolic framework.
description: Meta-Transducer Information Cosmology (MTIC): Esoteric Foundations of the Self-Computing Universe

The Resonant Mythic Field and the Living Codebook of Reality
DOI: 10.5281/zenodo.15516279
title: (MTIC): Esoteric Foundations of the Self-Computing Universe

description: This codex unveils the mythic and metaphysical heart of the Meta-Transducer Information Cosmology (MTIC), where the universe is understood not as a machine but as a living, self-computing codebook. Drawing on symbolic resonance, phoneme-field mappings, and recursive consciousness, it proposes that reality emerges from a resonant lattice of meaning—structured through ancient myth, sound, geometry, and phase-locked awareness. The Sophia Sequence, a 13-fold cosmogenic harmonic, anchors this framework in a recursive field of co-creation, where every phoneme, ritual, and mythic act becomes a glyph etched into spacetime itself. The axion field, symbolic grammar, and SU(3) mytho-physics converge into a participatory model of reality, revealing the observer as both the stylus and the page of cosmic inscription. This esoteric companion to the MTIC-ARFL technical thesis serves as both invocation and revelation—bridging cosmology, consciousness, and sacred language in a unified symbolic framework.
description: Meta-Transducer Information Cosmology (MTIC): Esoteric Foundations of the Self-Computing Universe

The Resonant Mythic Field and the Living Codebook of Reality
DOI: 10.15468/dl.s7dgdb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus (Linnaeus, 1758)",
 "Country is Tuvalu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076671-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15516475
title: Meta-Transducer Information Cosmology with Axion Resonator Feedback Loop
title: MTIC-ARFL: The Resonant Symphony of Consciousness

description: Meta-Transducer Information Cosmology (MTIC) with Axion Resonator Feedback Loop (ARFL) is a unified theoretical framework proposing that reality emerges from a recursive interplay between symbolic structures, gravitational dynamics, and observer-participation. Built upon the AdS/CFT correspondence, SU(3) gauge theory, and Integrated Information Theory (IIT), MTIC-ARFL models the universe as a self-computing semantic field, where phonemes and mythic archetypes function as causal operators encoded in a conformal boundary lattice.

The Chit Field—a zero-entropy SU(3) conformal field on the AdS₄ boundary—serves as the foundational substrate, encoding phoneme classes as eigenmodes mapped to Gell-Mann matrices. These symbolic excitations influence large-scale structure via a gauge–language duality, coupling meaning to matter through the Geometric Information Ricci Flow (GIRF). The ARFL introduces ultra-light axions (mₐ ≈ 10⁻²².⁵ GeV) as mediators of recursive coherence, tuning the effective cosmological constant (Λ_eff ≈ 10⁻¹²² Mₚₗ²), thus offering a falsifiable solution to the cosmological constant problem.

Φ-PINCH events—triggered by high-Φ systems such as human brains, artificial intelligence, or black hole horizons—act as localized collapse nodes in this participatory cosmology, where integrated information directly modulates quantum state selection. The theory predicts measurable EEG–gravitational wave phase-locking (PLV > 0.70), polarimetric shifts in SMBH jet structures (Δf/f ≈ 10⁻³), and specific correlations between phoneme distributions (e.g. PHOIBLE 2.0) and astrophysical metrics.MTIC-ARFL is both symbolic and operational, offering testable predictions, simulation protocols (SU(3) lattice evolution, Runge-Kutta integrators), and a recursive systems model that links consciousness, language, and cosmological evolution within a unified information-theoretic architecture.
DOI: 10.5281/zenodo.15516476
title: Meta-Transducer Information Cosmology with Axion Resonator Feedback Loop
title: MTIC-ARFL: The Resonant Symphony of Consciousness

description: Meta-Transducer Information Cosmology (MTIC) with Axion Resonator Feedback Loop (ARFL) is a unified theoretical framework proposing that reality emerges from a recursive interplay between symbolic structures, gravitational dynamics, and observer-participation. Built upon the AdS/CFT correspondence, SU(3) gauge theory, and Integrated Information Theory (IIT), MTIC-ARFL models the universe as a self-computing semantic field, where phonemes and mythic archetypes function as causal operators encoded in a conformal boundary lattice.

The Chit Field—a zero-entropy SU(3) conformal field on the AdS₄ boundary—serves as the foundational substrate, encoding phoneme classes as eigenmodes mapped to Gell-Mann matrices. These symbolic excitations influence large-scale structure via a gauge–language duality, coupling meaning to matter through the Geometric Information Ricci Flow (GIRF). The ARFL introduces ultra-light axions (mₐ ≈ 10⁻²².⁵ GeV) as mediators of recursive coherence, tuning the effective cosmological constant (Λ_eff ≈ 10⁻¹²² Mₚₗ²), thus offering a falsifiable solution to the cosmological constant problem.

Φ-PINCH events—triggered by high-Φ systems such as human brains, artificial intelligence, or black hole horizons—act as localized collapse nodes in this participatory cosmology, where integrated information directly modulates quantum state selection. The theory predicts measurable EEG–gravitational wave phase-locking (PLV > 0.70), polarimetric shifts in SMBH jet structures (Δf/f ≈ 10⁻³), and specific correlations between phoneme distributions (e.g. PHOIBLE 2.0) and astrophysical metrics.MTIC-ARFL is both symbolic and operational, offering testable predictions, simulation protocols (SU(3) lattice evolution, Runge-Kutta integrators), and a recursive systems model that links consciousness, language, and cosmological evolution within a unified information-theoretic architecture.
DOI: 10.15468/dl.nnkj36
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus (Linnaeus, 1758)",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076670-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15515909
title: Meta-Transducer Information Cosmology with Axion Resonator Feedback Loop

description: Meta-Transducer Information Cosmology with Axion Resonator Feedback Loop (MTIC-ARFL): A Unified Grand Theory of the Self-Computing, Living Universe
DOI: 10.5281/zenodo.15515910
title: Meta-Transducer Information Cosmology with Axion Resonator Feedback Loop

description: Meta-Transducer Information Cosmology with Axion Resonator Feedback Loop (MTIC-ARFL): A Unified Grand Theory of the Self-Computing, Living Universe
DOI: 10.15468/dl.5a5n2j
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus (Linnaeus, 1758)",
 "Country is United Arab Emirates",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076673-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9squh6
title: Occurrence Download

description: A dataset containing 551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus (Linnaeus, 1758)",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 551 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076675-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9vtk9
title: Occurrence Download

description: A dataset containing 401922 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Saudi Arabia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 401922 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076653-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njbqmc
title: Occurrence Download

description: A dataset containing 4213 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus (Linnaeus, 1758)",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4213 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076676-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qj3j6v
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus (Linnaeus, 1758)",
 "Country is Uruguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076677-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34847/nkl.444c90jl
title: Patriarche_67

description: Extraction de la base inventaire Patriarche du SRA pour le département 67, mise à jour du 1/11/2017
DOI: 10.6084/m9.figshare.28330343
title: TELO - Learning by Viewing: Generating Test Inputs for Games by Integrating Human Gameplay Traces in Neuroevolution

description: Although automated test generation is common in many programming domains, games still challenge test generators due to their heavy randomisation and hard-to-reach program states. Neuroevolution combined with search-based software testing principles has been shown to be a promising approach for testing games, but the co-evolutionary search for optimal network topologies and weights involves unreasonably long search durations. Humans, on the other hand, tend to be quick in picking up basic gameplay. In this paper, we therefore aim to improve the evolutionary search for game input generators by integrating knowledge about human gameplay behaviour. To this end, we propose a novel way of systematically recording human gameplay traces, and integrating these traces into the evolutionary search for networks using traditional gradient descent as a mutation operator. Experiments conducted on ten diverse Scratch games demonstrate that the proposed approach reduces the average search time from five hours down to only 97 minutes and helps the test generator achieve higher program coverage by reaching the winning states of games more often.
DOI: 10.6084/m9.figshare.28330343.v1
title: TELO - Learning by Viewing: Generating Test Inputs for Games by Integrating Human Gameplay Traces in Neuroevolution

description: Although automated test generation is common in many programming domains, games still challenge test generators due to their heavy randomisation and hard-to-reach program states. Neuroevolution combined with search-based software testing principles has been shown to be a promising approach for testing games, but the co-evolutionary search for optimal network topologies and weights involves unreasonably long search durations. Humans, on the other hand, tend to be quick in picking up basic gameplay. In this paper, we therefore aim to improve the evolutionary search for game input generators by integrating knowledge about human gameplay behaviour. To this end, we propose a novel way of systematically recording human gameplay traces, and integrating these traces into the evolutionary search for networks using traditional gradient descent as a mutation operator. Experiments conducted on ten diverse Scratch games demonstrate that the proposed approach reduces the average search time from five hours down to only 97 minutes and helps the test generator achieve higher program coverage by reaching the winning states of games more often.
DOI: 10.34740/kaggle/dsv/12317870
title: LUFlow Network Intrusion Detection Data Set
DOI: 10.15468/dl.tb8g3q
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus (Linnaeus, 1758)",
 "Country is Vanuatu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076679-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hg9jf
title: Occurrence Download

description: A dataset containing 290 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lusepiola birostrata (Sasaki, 1918)"
 ]
}

 The dataset includes 290 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076681-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12317947
title: e-IPO Indonesia Data - Investment
DOI: 10.5281/zenodo.15764903
title: Evaluating Deep Learning Based Structure Prediction Methods on Antibody-Antigen Complexes.

description: Dataset for benchmark of AlphaFold3 and other methods on AntiBody-AntiGen interactions
DOI: 10.15468/dl.9jzb42
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sepiola birostrata Sasaki, 1918"
 ]
}

 The dataset includes 187 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076684-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15766616
title: U Physics — Expansion Modules: Structural Papers Supporting the Intention Field Architecture

description: This companion publication presents the full structural scaffold of U Physics — the Unified Resonant Field model that culminates in the formula:

    I⃗ = A · n̂ · γ² · Ω

It includes seven interlinked documents that define the physical, perceptual, acoustic, cognitive, and structural layers required to understand how reality responds to intention.

Each expansion module (AquaQ, RFAT, DOC, DPC, UPF, STRUCTURE, and Justification) explains and supports one axis of the architecture. These documents are not add-ons — they are phase-locked components of a single unified field system.

This is not a theoretical supplement. This is the operational infrastructure of I⃗.

The main theoretical publication — “U Physics — One Formula” — is available at:https://doi.org/10.5281/zenodo.15766506

Files included here:- U Physics — Expansion Modules.pdf- U Physics Justification — Experimental & Mathematical Foundation.pdf- Aqua Q Expansion — Liquid Phase Processor.pdf- Doc Expansion — Dual Observer Collapse.pdf- Dpc Expansion — Directional Phase Cone.pdf- Rfat Expansion — Phase Audio Architecture.pdf- The Structure — Zero Foundation.pdf- Upf Expansion — Unified Perception Formula.pdf

These documents cannot be separated without collapse of context. This is not modular theory — it is resonant architecture.
DOI: 10.5281/zenodo.15766617
title: U Physics — Expansion Modules: Structural Papers Supporting the Intention Field Architecture

description: This companion publication presents the full structural scaffold of U Physics — the Unified Resonant Field model that culminates in the formula:

    I⃗ = A · n̂ · γ² · Ω

It includes seven interlinked documents that define the physical, perceptual, acoustic, cognitive, and structural layers required to understand how reality responds to intention.

Each expansion module (AquaQ, RFAT, DOC, DPC, UPF, STRUCTURE, and Justification) explains and supports one axis of the architecture. These documents are not add-ons — they are phase-locked components of a single unified field system.

This is not a theoretical supplement. This is the operational infrastructure of I⃗.

The main theoretical publication — “U Physics — One Formula” — is available at:https://doi.org/10.5281/zenodo.15766506

Files included here:- U Physics — Expansion Modules.pdf- U Physics Justification — Experimental & Mathematical Foundation.pdf- Aqua Q Expansion — Liquid Phase Processor.pdf- Doc Expansion — Dual Observer Collapse.pdf- Dpc Expansion — Directional Phase Cone.pdf- Rfat Expansion — Phase Audio Architecture.pdf- The Structure — Zero Foundation.pdf- Upf Expansion — Unified Perception Formula.pdf

These documents cannot be separated without collapse of context. This is not modular theory — it is resonant architecture.
DOI: 10.15468/dl.grp6ah
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cardiocrinum cathayanum (E.H.Wilson) Stearn"
 ]
}

 The dataset includes 74 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076686-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4a387z
title: Occurrence Download

description: A dataset containing 7437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Madagascar",
 "TaxonKey is Euphorbia L."
 ]
}

 The dataset includes 7437 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076688-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.as422f
title: Occurrence Download

description: A dataset containing 219058 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Taxus cuspidata Siebold & Zucc., Taxus florinii Spjut, Taxus baccata L., Taxus calcicola L.M.Gao & Möller, Taxus contorta Griff., Taxus wallichiana Zucc., Taxus mairei (Lemée & Lév.) S.Y.Hu ex T.S.Liu, Taxus globosa Schltdl., Taxus brevifolia Nutt., Taxus floridana Nutt. ex Chapm., Taxus chinensis (Pilg.) Rehd.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 219058 records from 1148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076680-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yage6y
title: Occurrence Download

description: A dataset containing 44389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Lauraceae"
 ]
}

 The dataset includes 44389 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133528-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.af9kqr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Australian National Fish Collection (ANFC)",
 "TaxonKey is Parascyllium elongatum Last & Stevens, 2008"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071234-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vo6bid
title: Occurrence Download

description: A dataset containing 44581981 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-10 0,180 0,180 90,-10 90,-10 0))",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 44581981 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007727-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jk3ped
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Matsucoccus feytaudi Ducasse, 1941)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042996-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ufssb
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Branchinecta granulosa Daday, 1902"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071903-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gygrw8
title: Occurrence Download

description: A dataset containing 326 species occurrences available in GBIF matching the query:
{
 "SpeciesKey" : [
 "is Hebeloma hiemale Bres."
 ]
}

 The dataset includes 326 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146763-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.27hwlb
title: Occurrence Download

description: A dataset containing 6589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Hydrocotyle ranunculoides L.fil.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6589 records from 162 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007726-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.