cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17470189
title: Exploring Mons Mouton (Lunar South Circumpolar Region): Reconstruction of the 3D Geology and Stratigraphy of a Prominent Lunar Mountain Region (Supplementary material)

description: The Supplementary materials of the paper "Exploring Mons Mouton (Lunar South Circumpolar Region): Reconstruction of the 3D Geology and Stratigraphy of a Prominent Lunar Mountain Region". The paper is under review and planned for publication in early 2026. In data preparation, authors use the GeoCross program (https://github.com/SergKrasilnikov/GeoCross).

Data structure:



MonsMouton_GM.rar - the 3D geological model of Mons Mouton landing site of the Artemis mission (previously VIPER mission). Data could be open in specialized 3D geological modelling software, like LeapFrog.

obj.rar - OBJ files of each stratigraphic layer of the geological model of Mons Mouton landing site. Files could be open in specialized 3D geological modelling software or in open-source 3D modelling software (like Blender or MeshLab).

Figures.rar - high-resolution figures from the paper.
description: The Mons Mouton area of the South Circumpolar Region (SCR) of the Moon (the former landing site region of the now-cancelled NASA VIPER Mission) is one of the nine primary landing sites for the NASA Artemis III Mission. Utilizing a new geologic map of SCR and estimates of the radial thickness decay of ejecta from mapped craters and basins, we present a stratigraphic geological model of the Mons Mouton region. We utilize this framework to assess the three primary goals of SCR exploration: (1) determination of the source of the material, (2) access to South Pole-Aitken (SPA) basin materials, and (3) the analysis of possible access and sampling of water-related volatile deposits. The analysis shows that the SPA basin massif forms the base of the Mons Mouton and is overlain by the Amundsen-Ganswindt (~600-700 m thick) and, in turn, by a composite pre-Nectarian ejecta (~300-450 m) from several craters. Based on model calculations, two craters (diameters of ~4-4.5 km) may penetrate the upper pre-Nectarian crater ejecta layer and excavate Amundsen-Ganswindt basin ejecta, which may contain materials predating the SPA impact and characterizing the earliest stages of the Moon's evolution. Mons Mouton has relatively high solar illumination and is characterized by a significant neutron spectrometer anomaly up to 0.25 wt.% (±0.06, one sigma), similar to those of permanently shadowed craters (e.g., Cabeus, Faustini). This phenomena require an assessment of the geologic setting to provide ground truth for the various hypotheses of origin.
DOI: 10.5281/zenodo.17480019
title: Persistent Integrative Learning Framework: A Retrovirus-Inspired Approach to Mitigating Catastrophic Forgetting in Multi-Domain Artificial Intelligence

description: The Persistent Integrative Learning Framework (PILF) is a novel theoretical and empirical model inspired by retroviral integration mechanisms to mitigate catastrophic forgetting in continual learning (CL) systems. It addresses the challenge of retaining prior knowledge while assimilating new multi-domain data by modeling learning as a retroviral process: incoming features undergo Lipschitz-continuous encoding (reverse transcription) and additive fusion into a persistent core knowledge manifold, stabilized via proximal quadratic regularization and decaying persistence weights.Key components include: (i) projected deep feature integration for stable updates; (ii) elastic regularization to enforce task persistence; (iii) bi-invertible representations preserving information density; and (iv) orthogonally gated latent modules for efficient domain-specific activation. Under assumptions of smoothness, strong monotonicity, and compact domains, PILF provides rigorous guarantees: Theorem 1 establishes sublinear forgetting bounds \(O(1/\sqrt{t})\); Theorem 2 bounds core stability and spectral growth; and Theorem 3 ensures sub-quadratic scalability.Theoretical analysis is complemented by symbolic SymPy validations showing 28% variance reduction over EWC baselines. Empirically, PILF is evaluated on Split-MNIST and Split-CIFAR-10 benchmarks using ResNet-18, achieving average accuracy (AWT) of 80.3% and backward transfer (BWT) of -3.9%—outperforming fine-tuning (45.2%, -82.1%), EWC (62.4%, -35.6%), and GEM (68.1%, -22.4%) across 10 runs. Complexity remains linear in tasks, with reproducible PyTorch code.PILF advances multi-domain CL by bridging biological plausibility with provable resilience, positioning it as a scalable foundation for lifelong AI adaptation. Limitations include compact domain assumptions, addressed via future online projections and LLM integrations.
DOI: 10.15468/dl.hhsckn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "GadmGid is IND.13_1",
 "TaxonKey is Myrica esculenta"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007531-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.raw9wr
title: Occurrence Download

description: A dataset containing 14935 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-28.62311 40.65076,45.62311 40.65076,45.62311 70.34924,-28.62311 70.34924,-28.62311 40.65076))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gammarus salinus"
 ]
}

 The dataset includes 14935 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007532-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17479555
title: Molecular Dynamics Data for: The dynamic lateral gate of the mitochondrial β-barrel biogenesis machinery is blocked by darobactin A

description: This dataset contains simulation input, output, and processed analysis files that support the manuscript. 

Simulation outputs: Reduced molecular dynamics trajectory files (.dcd) and system topology files (.psf).

Simulation inputs: NAMD configuration files (.conf), MDFF input files (*pdb) (.namd) used for production runs.

Processed data: Numerical datasets used to generate figure panels.
DOI: 10.5281/zenodo.17479556
title: Molecular Dynamics Data for: The dynamic lateral gate of the mitochondrial β-barrel biogenesis machinery is blocked by darobactin A

description: This dataset contains simulation input, output, and processed analysis files that support the manuscript. 

Simulation outputs: Reduced molecular dynamics trajectory files (.dcd) and system topology files (.psf).

Simulation inputs: NAMD configuration files (.conf), MDFF input files (*pdb) (.namd) used for production runs.

Processed data: Numerical datasets used to generate figure panels.
DOI: 10.5281/zenodo.17479438
title: Quantum Inspired ISRU Lattice: Adaptive Control Demonstration (Qiskit v1.0)

description: This dataset validates a modular ISRU lattice control layer using local Qiskit simulations. Three mission critical subsystems are modeled as six qubit QAOA optimization problems with binary control policies under nominal and stressed conditions. The subsystems are water recovery, acid and corrosion control, and thermal regulation.

Simulations run with the Qiskit Aer Sampler at 1,000 shots per run and a grid over gamma and beta with 13 to 17 steps. Outputs include bitstring distributions, energies, and ranked candidate policies.

Included contents





code folder with Python 3.11 scripts for each subsystem and small analysis helpers




data folder with scenario configuration JSON files for the two acid and corrosion cases used in the study




results folder with JSON outputs for all runs for water, acid, and thermal under nominal and stressed conditions




README.txt with environment information, run instructions, and a file by file guide




requirements.txt with exact versions including Qiskit 1.2.4, Qiskit Aer 0.14 to below 0.16, NumPy 1.26.4, pandas 2.2.2, Matplotlib 3.9.2



How to reproduce





Create and activate a Python 3.11 virtual environment and run pip install -r requirements.txt




Run the scripts in the code folder to regenerate outputs. The Aer Sampler produces candidate policies with probabilities and energies that match the provided results




Use the inspect utilities to tabulate and review the top candidates



Why this mattersOff world ISRU systems must adapt as conditions shift. This study shows that a lightweight quantum inspired control layer based on QAOA can minimize energy in relaxed regimes and degrade gracefully under stress, supporting resource aware and fault tolerant operations.
DOI: 10.5281/zenodo.17479439
title: Quantum Inspired ISRU Lattice: Adaptive Control Demonstration (Qiskit v1.0)

description: This dataset validates a modular ISRU lattice control layer using local Qiskit simulations. Three mission critical subsystems are modeled as six qubit QAOA optimization problems with binary control policies under nominal and stressed conditions. The subsystems are water recovery, acid and corrosion control, and thermal regulation.

Simulations run with the Qiskit Aer Sampler at 1,000 shots per run and a grid over gamma and beta with 13 to 17 steps. Outputs include bitstring distributions, energies, and ranked candidate policies.

Included contents





code folder with Python 3.11 scripts for each subsystem and small analysis helpers




data folder with scenario configuration JSON files for the two acid and corrosion cases used in the study




results folder with JSON outputs for all runs for water, acid, and thermal under nominal and stressed conditions




README.txt with environment information, run instructions, and a file by file guide




requirements.txt with exact versions including Qiskit 1.2.4, Qiskit Aer 0.14 to below 0.16, NumPy 1.26.4, pandas 2.2.2, Matplotlib 3.9.2



How to reproduce





Create and activate a Python 3.11 virtual environment and run pip install -r requirements.txt




Run the scripts in the code folder to regenerate outputs. The Aer Sampler produces candidate policies with probabilities and energies that match the provided results




Use the inspect utilities to tabulate and review the top candidates



Why this mattersOff world ISRU systems must adapt as conditions shift. This study shows that a lightweight quantum inspired control layer based on QAOA can minimize energy in relaxed regimes and degrade gracefully under stress, supporting resource aware and fault tolerant operations.
DOI: 10.15468/dl.n3utcd
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Polylepis rugulosa"
 ]
}

 The dataset includes 67 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007534-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vnbz8
title: Occurrence Download

description: A dataset containing 11113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Scaphiopus holbrookii"
 ]
}

 The dataset includes 11113 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007533-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8uc65v
title: Occurrence Download

description: A dataset containing 10701 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-92.61017 24.25593,68.61017 24.25593,68.61017 88.74407,-92.61017 88.74407,-92.61017 24.25593))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gammarus zaddachi"
 ]
}

 The dataset includes 10701 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007535-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kthtzy
title: Occurrence Download

description: A dataset containing 29680 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is e1050db2-9faf-4d72-b860-295debaf9d2a",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 29680 records from 192 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007536-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/rbc5-gw08
title: NBDL-HK3SJ4E5KNX034
DOI: 10.15468/dl.syu9qy
title: Occurrence Download

description: A dataset containing 645 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Ameerega parvula, Ameerega bilinguis, Ameerega hahneli, Allobates zaparo, Allobates femoralis)"
 ]
}

 The dataset includes 645 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007537-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5ke9b
title: Occurrence Download

description: A dataset containing 1112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Boulengerochromis microlepis"
 ]
}

 The dataset includes 1112 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007538-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwc8tn
title: Occurrence Download

description: A dataset containing 1541 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Dermophis mexicanus"
 ]
}

 The dataset includes 1541 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007539-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hsyp6
title: Occurrence Download

description: A dataset containing 609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gastrosaccus sanctus"
 ]
}

 The dataset includes 609 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007541-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93g49h
title: Occurrence Download

description: A dataset containing 134732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Berberis vulgaris",
 "HasCoordinate is true"
 ]
}

 The dataset includes 134732 records from 764 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007523-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112032183
title: Cuneiform Tablet 1913.14.1652, Spurlock 1913.14.1652

description: [Text Description:] Document concerning property ❧ [Text or Publication Number Note:] Spurlock 1913.14.1652; CDLI P421503 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Medium Gray (N 5.75/ 27.2% R) -discoloration Yellowish White (10YR 9/2) ❧ [Physical Object Note:] 5.9 x 4.5 x 2 cm (53 g)
DOI: 10.15468/dl.w6t6aj
title: Occurrence Download

description: A dataset containing 3776 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gentiana scabra Bunge"
 ]
}

 The dataset includes 3776 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195868-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6te228
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Itajahya galericulata Möller"
 ]
}

 The dataset's 2 records were derived from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228803-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2m8x4
title: Occurrence Download

description: A dataset containing 278610 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Greece",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 1980-2020"
 ]
}

 The dataset includes 278610 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113169-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptyrgp
title: Occurrence Download

description: A dataset containing 301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rosa graciliflora Rehder & E.H.Wilson"
 ]
}

 The dataset includes 301 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231690-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112032260
title: Cuneiform Tablet 1913.14.1652, Spurlock 1913.14.1652

description: [Text Description:] Document concerning property ❧ [Text or Publication Number Note:] Spurlock 1913.14.1652; CDLI P421503 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Medium Gray (N 5.75/ 27.2% R) -discoloration Yellowish White (10YR 9/2) ❧ [Physical Object Note:] 5.9 x 4.5 x 2 cm (53 g)
DOI: 10.15468/dl.nkqtrb
title: Occurrence Download

description: A dataset containing 21801 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Panthera onca (Linnaeus, 1758), Puma concolor (Linnaeus, 1771))"
 ]
}

 The dataset includes 21801 records from 304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188489-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75a8qk
title: Occurrence Download

description: A dataset containing 12389560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-168.39844 10.83331,-47.46094 10.83331,-47.46094 72.7119,-168.39844 72.7119,-168.39844 10.83331))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year 1975-2020"
 ]
}

 The dataset includes 12389560 records from 1050 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113154-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evuxf4
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhabdophis subminiatus (Schlegel, 1837)"
 ]
}

 The dataset includes 47 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246303-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgy5sb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eutrichapion ervi (Kirby, 1808)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216731-220831081235567/datasets/export for details.
DOI: 10.25549/inscriptifact-ouc112032092
title: Cuneiform Tablet 1913.14.1652, Spurlock 1913.14.1652

description: [Text Description:] Document concerning property ❧ [Text or Publication Number Note:] Spurlock 1913.14.1652; CDLI P421503 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Medium Gray (N 5.75/ 27.2% R) -discoloration Yellowish White (10YR 9/2) ❧ [Physical Object Note:] 5.9 x 4.5 x 2 cm (53 g)
DOI: 10.15468/dl.6gtg6z
title: Occurrence Download

description: A dataset listing the 44860 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Fungi"
 ]
}

 The dataset's 44860 records were derived from 309 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225536-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1203558.10fu
title: SH1203558.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.