cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.vagzy4
title: Occurrence Download

description: A dataset containing 52867 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gentiana alpina Vill., Gentianella campestris (L.) Börner, Gentianella caucasea (Lodd. ex Sims) Holub)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 52867 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0241390-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.156003
title: ÉTIQUETTE DE JARRE IFAO - ODM 6157_nu_2012_06914

description: Référence : nu_2012_06914<br />Site : Deir el-Médina<br />Type : photographie<br />
DOI: 10.15468/dl.6wsws8
title: Occurrence Download

description: A dataset containing 69007 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptoglossus occidentalis Heidemann, 1910"
 ]
}

 The dataset includes 69007 records from 328 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135792-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.156004
title: ÉTIQUETTE DE JARRE IFAO - ODM 6158_nu_2012_06302

description: Référence : nu_2012_06302<br />Site : Deir el-Médina<br />Type : photographie<br />
DOI: 10.25549/pcra-c14-232384
title: COGIC, leadership conference syllabus, 2003

description: [description english/roman)] Church of God in Christ (COGIC), leadership conference syllabus, "Moving from energy to synergy", New Orleans, Louisiana, 2003 January 20-23.
DOI: 10.34816/ifao.archives.156005
title: ÉTIQUETTE DE JARRE IFAO - ODM 6159_nu_2012_06915

description: Référence : nu_2012_06915<br />Site : Deir el-Médina<br />Type : photographie<br />
DOI: 10.15468/dl.sehdge
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hippeastrum scopulorum Baker",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061824-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t7l0ot
title: Occurrence Download

description: A dataset containing 6270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-49.60130 20.55780,86.27761 20.55780,86.27761 74.87421,-49.60130 74.87421,-49.60130 20.55780))",
 "HasCoordinate is true",
 "TaxonKey is Syrphus torvus Osten Sacken, 1875",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6270 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000777-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-134404
title: Personal bibliography by Mihael Kuzmič; 1954 – 1999

description: [description english/roman)] A list of written and translated works by Mihael Kuzmič from the year 1954 to 1999.
DOI: 10.15468/dl.v54be3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Oxyrhachis tarandus",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122632-210914110416597/datasets/export for details.
DOI: 10.15468/dl.jzfkqj
title: Occurrence Download

description: A dataset containing 169 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stelis thecoglossa Rchb.f."
 ]
}

 The dataset includes 169 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142574-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ph8vsa
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hippeastrum machupijchense (Vargas) D.R.Hunt",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061806-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uh6ywh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Metcalfa pruinosa",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122594-210914110416597/datasets/export for details.
DOI: 10.25549/pcra-c14-134455
title: Personal bibliography by Mihael Kuzmič; 1966 – 1999

description: [description english/roman)] A list of written and translated works by Mihael Kuzmič from the year 1966 to 1999.
DOI: 10.34816/ifao.archives.156006
title: ÉTIQUETTE DE JARRE IFAO - ODM 6160_nu_2012_06916

description: Référence : nu_2012_06916<br />Site : Deir el-Médina<br />Type : photographie<br />
DOI: 10.15468/dl.ump2fh
title: Occurrence Download

description: A dataset containing 1234 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ficus velutina Humb. & Bonpl. ex Willd."
 ]
}

 The dataset includes 1234 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142607-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.156007
title: ÉTIQUETTE DE JARRE IFAO - ODM 6161_nu_2012_06303

description: Référence : nu_2012_06303<br />Site : Deir el-Médina<br />Type : photographie<br />
DOI: 10.15468/dl.sfupn7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peronospora hyoscyami f. tabacina Skalický"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0200444-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-134468
title: Personal bibliography by Mihael Kuzmič; 1966 – 1999

description: [description english/roman)] A list of written and translated works by Mihael Kuzmič from the year 1966 to 1999.
DOI: 10.15468/dl.ad2w82
title: Occurrence Download

description: A dataset containing 84479 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex lasiocarpa Ehrh., Carex carsei Petrie, Carex lepidocarpa Tausch, Carex leptogyna T.Koyama, Carex cirrhosa Berggr., Carex lanosa Gueldenst. ex Ledeb.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 84479 records from 274 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0314461-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwjmni
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "DatasetKey is MZFC/Coleccion de Aves"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001515-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34816/ifao.archives.156008
title: ÉTIQUETTE DE JARRE IFAO - ODM 6162_nu_2012_06304

description: Référence : nu_2012_06304<br />Site : Deir el-Médina<br />Type : photographie<br />
DOI: 10.15468/dl.rrz9jv
title: Occurrence Download

description: A dataset containing 8638 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendropanax arboreus (L.) Decne. & Planch."
 ]
}

 The dataset includes 8638 records from 304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0142590-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15636894
title: Prime Number Waveform Coordinates Dataset - Midpoint Log Axis and Alternating Prime Gaps (Up to 1 Billion)
title: Novel Waveform Approach to Prime Gaps

description: This dataset contains prime gap waveform coordinate values and corresponding plotted waveforms derived from the prime numbers upto 1 billion natural numbers.

Each CSV file contains:





X-coordinates: log₁₀ of the midpoints between consecutive primes




Y-coordinates: alternating prime gaps (positive/negative)



This representation yields a novel “prime waveform” that reveals visually interpretable oscillatory patterns in prime gaps when plotted.

The dataset includes both:





CSV files for data reuse and reproducibility




PNG and SVG waveform images for each scale



Included files:





Prime gap coordinates and plots from 2 to 100




Prime gap coordinates and plots from 2 to 1,000




Prime gap coordinates and plots from 2 to 10,000




Prime gap coordinates and plots from 2 to 100,000




Prime gap coordinates and plots from 2 to 1,000,000




Prime gap coordinates and plots from 2 to 10,000,000




Prime gap coordinates and plots from 2 to 100,000,000




Prime gap coordinates and plots from 2 to 250,000,000




Prime gap coordinates and plots from 2 to 500,000,000




Prime gap coordinates and plots from 2 to 750,000,000




Prime gap coordinates and plots from 2 to 1,000,000,000 (1B)



This dataset supports ongoing research in prime visualizations, analytic number theory, and educational signal representations.

All figures and coordinate files are included in this versioned release.

To cite this dataset, please use the DOI provided.
DOI: 10.5281/zenodo.15636895
title: Prime Number Waveform Coordinates Dataset - Midpoint Log Axis and Alternating Prime Gaps (Up to 1 Billion)
title: Novel Waveform Approach to Prime Gaps

description: This dataset contains prime gap waveform coordinate values and corresponding plotted waveforms derived from the prime numbers upto 1 billion natural numbers.

Each CSV file contains:





X-coordinates: log₁₀ of the midpoints between consecutive primes




Y-coordinates: alternating prime gaps (positive/negative)



This representation yields a novel “prime waveform” that reveals visually interpretable oscillatory patterns in prime gaps when plotted.

The dataset includes both:





CSV files for data reuse and reproducibility




PNG and SVG waveform images for each scale



Included files:





Prime gap coordinates and plots from 2 to 100




Prime gap coordinates and plots from 2 to 1,000




Prime gap coordinates and plots from 2 to 10,000




Prime gap coordinates and plots from 2 to 100,000




Prime gap coordinates and plots from 2 to 1,000,000




Prime gap coordinates and plots from 2 to 10,000,000




Prime gap coordinates and plots from 2 to 100,000,000




Prime gap coordinates and plots from 2 to 250,000,000




Prime gap coordinates and plots from 2 to 500,000,000




Prime gap coordinates and plots from 2 to 750,000,000




Prime gap coordinates and plots from 2 to 1,000,000,000 (1B)



This dataset supports ongoing research in prime visualizations, analytic number theory, and educational signal representations.

All figures and coordinate files are included in this versioned release.

To cite this dataset, please use the DOI provided.
DOI: 10.15468/dl.j2d8yy
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Rhinopithecus bieti A.Milne-Edwards, 1897",
 "Year 2005-2025"
 ]
}

 The dataset includes 58 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042057-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.szvtrg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neesenbeckia punctoria (Vahl) Levyns",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((32.064 -28.9416,32.4847 -28.5786,30.5701 -28.5786,30.5701 -30.7329,30.6252 -30.6659,31.4179 -29.4257,31.8178 -29.0299,32.064 -28.9416))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042058-250525065834625/datasets/export for details.
DOI: 10.15468/dl.xfpw6k
title: Occurrence Download

description: A dataset containing 67251 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apatura iris (Linnaeus, 1758)"
 ]
}

 The dataset includes 67251 records from 737 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042036-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15653581
title: Fruit Fly Copulation Dataset

description: This dataset contains video recordings of copulation behavior in Drosophila melanogaster (fruit flies). The data were used for behavioral analysis in the publication:"Event-triggered feedback system using YOLO for optogenetic manipulation of neural activity"(IEEE PerCom Workshops 2023, DOI: 10.1109/PerComWorkshops56833.2023.10150245).

Related publication:Yamanouchi, Y., et al. (2023). Event-triggered feedback system using YOLO for optogenetic manipulation of neural activity. IEEE PerCom Workshops. DOI: 10.1109/PerComWorkshops56833.2023.10150245
DOI: 10.15468/dl.xdydee
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlamydomonas Ehrenberg, 1833",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042060-250525065834625/datasets/export for details.
DOI: 10.15468/dl.cnpns8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neesenbeckia punctoria (Vahl) Levyns",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.5808 -24.13,35.5909 -24.0715,30.5701 -24.0715,30.5701 -28.5786,32.4847 -28.5786,32.55 -28.5222,33.0346 -26.8668,32.9741 -26.7838,33.0415 -26.059,32.9304 -26.0011,32.7994 -26.1281,32.6834 -26.0015,32.813 -25.8728,32.8513 -25.7166,33.3048 -25.3731,35.1489 -24.6699,35.5808 -24.13))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042062-250525065834625/datasets/export for details.
DOI: 10.15468/dl.g428f3
title: Occurrence Download

description: A dataset containing 22126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen",
 "SpeciesKey is Pseudacris regilla (Baird & Girard, 1852)"
 ]
}

 The dataset includes 22126 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042061-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcc4a8
title: Occurrence Download

description: A dataset containing 6375 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carcharodus lavatherae (Esper, 1783)"
 ]
}

 The dataset includes 6375 records from 220 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042065-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15654141
title: CLDF Dataset presenting Rubehn et al.'s "Compositional Structures in Numeral Systems Across Languages" from 2025

description: Cite the source of the dataset as:




Rubehn, A., C. Rzymski, L. Ciucci, K. van Dam, A. Kučerová, K. Bocklage, D. Snee, A. Stephen, and J.-M. List (forthcoming): Annotating and Inferring Compositional Structures in Numeral Systems Across Languages. In: Proceedings of the 7th Workshop on Research in Computational Linguistic Typology and Multilingual NLP (SIGTYP 2025). 1-13. https://doi.org/10.48550/arXiv.2503.01625
DOI: 10.15468/dl.7enkmt
title: Occurrence Download

description: A dataset containing 379 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum glutinosum Dunal"
 ]
}

 The dataset includes 379 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042064-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dz8f92
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neesenbeckia punctoria (Vahl) Levyns",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042068-250525065834625/datasets/export for details.
DOI: 10.15468/dl.s5ufam
title: Occurrence Download

description: A dataset containing 3886 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum betaceum Cav."
 ]
}

 The dataset includes 3886 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042067-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57u67z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chlamydomonas Ehrenberg, 1833",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042066-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15654128
title: Code for efficient modelling of ionic and electronic interactions by resistive memory- based reservoir graph neural network

description: Code for reservoir graph neural network in Atomic force, Hamiltonian and wavefunction calculation experiments. Dataset  is available at https://doi.org/10.5281/zenodo.13346149

References: 





C.W. Park, M. Kornbluth, J. Vandermause, C. Wolverton, B. Kozinsky, J.P. Mailoa, Accurate and scalable graph neural network force field and molecular dynamics with direct force architecture, npj Comput. Mater. 7(1) (2021) 73. https://github.com/ken2403/gnnff.git




H. Li, Z. Wang, N. Zou, M. Ye, R. Xu, X. Gong, W. Duan, Y. Xu, Deep-learning density functional theory Hamiltonian for efficient ab initio electronic-structure calculation, Nat. Comput. Sci. 2(6) (2022) 367-377. https://github.com/mzjb/DeepH-pack.git




D. Pfau, J.S. Spencer, A.G.D.G. Matthews, W.M.C. Foulkes, Ab initio solution of the many-electron Schrödinger equation with deep neural networks, Phys. Rev. Res. 2(3) (2020) 033429. https://github.com/google-deepmind/ferminet.git