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Corollary
  1. Catalog

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Find the model or dataset for the question you have.

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Models
309
Datasets
254
Organisations
148

Labs, institutes and companies

Ready to run
21

Including 6 that run free and instantly

Looking for a particular value, not a particular dataset?Search schemas, rows and column statistics inside the data itself.
Every model, A–Z309
  • AbLang2Oxford Protein Informatics Group
  • ABMIL (CONCH v1.5 features, pc108-24k)MahmoodLab
  • ABMIL (UNI features, pc108-24k)MahmoodLab
  • ABMIL (UNI2 features, pc108-24k)MahmoodLab
  • ACE2-ERA5allenai
  • ADMET-AISwanson et al., Stanford
  • AIFS ENS 1.0ecmwf
  • AIFS ENS 2.0ecmwf
  • AIFS Single 0.2.1ecmwf
  • AIFS Single 1.0ecmwf
  • AIFS Single 1.1ecmwf
  • AIFS Single 2.0ecmwf
  • AIMNet2 (B97-3c, 2025)isayevlab
  • AIMNet2 ωB97M-D3isayevlab
  • AIMNet2-NSEisayevlab
  • AIMNet2-Pdisayevlab
  • AIMNet2-rxnisayevlab
  • Aion Basepolymathic-ai
  • AlphaFlow / BioEmuMIT / Microsoft Research
  • AlphaFold DB LookupDeepMind / EMBL-EBI
  • AlphaFold2DeepMind (served as BioNeMo NIM)
  • AlphaGenomegoogle
  • AmberToolsAmber consortium
  • ANARCIOxford Protein Informatics Group
  • AntiFoldHummer et al., DTU
  • AQAffinitySandboxAQ
  • AstroCLIPpolymathic-ai
  • AstroLLaMAUniverseTBD
  • Auroramicrosoft
  • AutoDock VinaScripps Research
  • AutoDock-GPUScripps Research
  • AVES2-BEATsEarthSpeciesProject
  • BindCraftOvchinnikov Lab / Baker Lab
  • BioCLIP 2imageomics
  • BioEmumicrosoft
  • BioMedGPT-R1PharMolix / OpenBioMed
  • BioReason-Pro RLwanglab
  • BioReason-Pro SFTwanglab
  • BioVERSEIBM Research
  • BOA — Basis Overlap Architecturesciai-lab
  • Boltz-2MIT × Recursion
  • Botanic0-Lliving-models
  • Botanic0-Mliving-models
  • Botanic0-Sliving-models
  • Botanic1-Lliving-models
  • Botanic1-Mliving-models
  • Botanic1-M SAE (k=64, codebook 8192)living-models
  • Botanic1-Sliving-models
  • Carbon-3BHuggingFaceBio
  • Carbon-500MHuggingFaceBio
  • Carbon-8BHuggingFaceBio
  • Carbon-AHugging Face, from GENERanno (Gener Team)
  • Carbon-XHugging Face, Zhongguancun Academy and TIGEM
  • cBottlenvidia
  • CellFMMulti-institution consortium
  • Chai-1Chai Discovery
  • ChatNTInstaDeepAI
  • Chemprop D-MPNN — toxicity panelSwanson et al., Stanford · Chemprop, MIT
  • Clinical Camel 70Bwanglab
  • ColabFoldSteinegger Lab
  • CoLiPRImicrosoft
  • CONCHMahmoodLab
  • CONCH v1.5MahmoodLab
  • CYP Inhibition Modelopenadmet
  • DeepSpot-Mratschlab
  • DiffDockMIT / Barzilay Lab
  • DiffDock-PPMIT
  • DiffLinkerCorreia Lab / EPFL
  • DiffSBDDCorreia Lab / EPFL
  • DNABERT-2Zhou et al., Northwestern
  • DoctoBERT-fr-basedoctolib-lab
  • DoctoModernBERT-fr-basedoctolib-lab
  • DPLM-2Nanjing University / ByteDance
  • EnformerDeepMind
  • Equiformer v3mirror-physics
  • ESM-IF1Meta FAIR
  • ESM2-3BMeta FAIR
  • ESM2-650MMeta FAIR
  • ESMC 300Mbiohub
  • ESMC 300M (Dec 2024)biohub
  • ESMC 600Mbiohub
  • ESMC 600M (Dec 2024)biohub
  • ESMC 6Bbiohub
  • ESMFoldMeta AI (FAIR)
  • ESMFold2biohub
  • ESMFold2-Experimentalbiohub
  • ESMFold2-Experimental-Fastbiohub
  • ESMFold2-Fastbiohub
  • ether0futurehouse
  • eva-rnaScientaLab
  • Evo 2Arc Institute / Stanford
  • EVOLVEproHarvard / Broad Institute
  • FlashPPItattabio
  • FourCastNet 3nvidia
  • GalacticaMeta AI
  • GENA-LM BERT base (T2T)AIRI-Institute
  • GENA-LM BERT large (T2T)AIRI-Institute
  • GeneformerTheodoris et al., Gladstone Institutes
  • Genos 1.2BZhejiangLab
  • gLM2 650Mtattabio
  • GninaKoes Lab / University of Pittsburgh
  • GO-GPTwanglab
  • GROMACSGROMACS consortium
  • GROVERTsinghua University
  • HEST Tissue SegmentationMahmoodLab
  • HiRO-ACEallenai
  • HuatuoGPT-Vision 7BFreedomIntelligence
  • IgFoldRuffolo et al., Johns Hopkins
  • ImmuneBuilderOxford Protein Informatics Group
  • Indus SDE v0.2nasa-impact
  • IntelliFoldIntelliGen AI
  • Kimina-Prover Distill 1.7BAI-MO
  • Kimina-Prover Distill 8BAI-MO
  • Kimina-Prover Preview Distill 7BAI-MO
  • KRONOSMahmoodLab
  • La-RiboGENTEL Lab, Shanghai Jiao Tong University
  • LigandMPNNBaker Lab / UW IPD
  • LULA-1.1omtx
  • MACE-MP-0mace-foundations
  • MACE-MPA-0mace-foundations
  • MadeleineMahmoodLab
  • Make-A-Shape · multi-view 20MADSKAILab
  • Make-A-Shape · point-cloud 20MADSKAILab
  • Make-A-Shape · single-view 20MADSKAILab
  • Make-A-Shape · voxel 16³ADSKAILab
  • Make-A-Shape · voxel 32³ADSKAILab
  • MAMMALIBM Research
  • MAMMAL solubilityIBM Research
  • MarinDNA m5.1 1B base modelmarin-dna
  • MatterGenmicrosoft
  • MedASRgoogle
  • MedGemma 1.5 4Bgoogle
  • MedGemma 27Bgoogle
  • MedSAMwanglab
  • MedSigLIPgoogle
  • MegaMolBARTNVIDIA / BioNeMo
  • MIST 1.8B · ⟨R²⟩mist-models
  • MIST 1.8B · BACEmist-models
  • MIST 1.8B · BBBPmist-models
  • MIST 1.8B · ClinToxmist-models
  • MIST 1.8B · Cvmist-models
  • MIST 1.8B · ESOLmist-models
  • MIST 1.8B · FreeSolvmist-models
  • MIST 1.8B · G298mist-models
  • MIST 1.8B · H298mist-models
  • MIST 1.8B · HIVmist-models
  • MIST 1.8B · HOMOmist-models
  • MIST 1.8B · HOMO-LUMO gapmist-models
  • MIST 1.8B · Lipomist-models
  • MIST 1.8B · LUMOmist-models
  • MIST 1.8B · QM8mist-models
  • MIST 1.8B · SIDERmist-models
  • MIST 1.8B · Tox21mist-models
  • MIST 1.8B · U0mist-models
  • MIST 1.8B · U298mist-models
  • MIST 1.8B · ZPVEmist-models
  • MIST 1.8B · α (polarizability)mist-models
  • MIST 1.8B · μ (dipole)mist-models
  • MIST 1.8B basemist-models
  • MIST 26.9M · boiling pointmist-models
  • MIST 26.9M · dnmist-models
  • MIST 26.9M · flash pointmist-models
  • MIST 26.9M · melting pointmist-models
  • MIST 26.9M · odourmist-models
  • MIST 27.0M · conductivitymist-models
  • MIST 27.1M · ETNmist-models
  • MIST 28M · BACEmist-models
  • MIST 28M · BBBPmist-models
  • MIST 28M · ClinToxmist-models
  • MIST 28M · ESOLmist-models
  • MIST 28M · FreeSolvmist-models
  • MIST 28M · HIVmist-models
  • MIST 28M · Lipomist-models
  • MIST 28M · MUVmist-models
  • MIST 28M · pKamist-models
  • MIST 28M · QM8mist-models
  • MIST 28M · SIDERmist-models
  • MIST 28M · solvent propertiesmist-models
  • MIST 28M · tmQMmist-models
  • MIST 28M · Tox21mist-models
  • MIST 28M · ToxCastmist-models
  • MIST 28M basemist-models
  • MIST mixturesmist-models
  • ML4Floodsisp-uv-es
  • MM/GBSAAmber consortium
  • MMPT-FMMerck
  • ModernGENA baseAIRI-Institute
  • ModernGENA largeAIRI-Institute
  • Molecular Property CalculatorCorollary Labs
  • MolFormerIBM Research
  • MolMIMNVIDIA BioNeMo
  • MosaicAMLab-UvA
  • NASA-SMD-IBMnasa-impact
  • NatureLM-audioEarthSpeciesProject
  • Nessorecursionpharma
  • NexaMass V3 StructAethronPhantom
  • NTv3 650MInstaDeepAI
  • Nucleotide Transformer 2.5BInstaDeepAI
  • Nucleotide Transformer v2InstaDeep / Wellcome Sanger
  • OC25facebook
  • OlmoEarth v1 Baseallenai
  • OlmoEarth v1 FT — AWF (Base)allenai
  • OlmoEarth v1 FT — Ecosystem Type Mapping (Base)allenai
  • OlmoEarth v1 FT — Forest Loss Driver (Base)allenai
  • OlmoEarth v1 FT — LFMC (Base)allenai
  • OlmoEarth v1 FT — Mangrove (Base)allenai
  • OlmoEarth v1 Largeallenai
  • OlmoEarth v1 Nanoallenai
  • OlmoEarth v1 Tinyallenai
  • OlmoEarth v1.1 Baseallenai
  • OlmoEarth v1.1 Nanoallenai
  • OlmoEarth v1.1 Tinyallenai
  • OlmoEarth v1.2 Baseallenai
  • OlmoEarth v1.2 Nanoallenai
  • OlmoEarth v1.2 Smallallenai
  • OlmoEarth v1.2 Tinyallenai
  • OMat24facebook
  • OMC25facebook
  • OmegaFoldHeliXon
  • OMol25facebook
  • OneGenome-RiceZhejiangLab
  • OpenDDEaurekaresearch
  • OpenFE / LomapOpen Free Energy consortium
  • OpenFoldAlQuraishi Lab / Columbia
  • OpenFold3OpenFold
  • OpenMed AnatomyDetectOpenMed
  • OpenMed BloodCancerDetectOpenMed
  • OpenMed ChemicalDetectOpenMed
  • OpenMed DiseaseDetectOpenMed
  • OpenMed DNADetectOpenMed
  • OpenMed GenomeDetectOpenMed
  • OpenMed GenomicDetectOpenMed
  • OpenMed OncologyDetectOpenMed
  • OpenMed OrganismDetectOpenMed
  • OpenMed PathologyDetectOpenMed
  • OpenMed PharmaDetectOpenMed
  • OpenMed ProteinDetectOpenMed
  • OpenMed SpeciesDetectOpenMed
  • OpenMMChodera Lab / Stanford
  • OpenPhenomrecursionpharma
  • OrbMolOrbital-Materials
  • p-IgGenopig
  • PaperQA2 (Crow)FutureHouse
  • ParagraphDeane Lab / Oxford
  • Path Foundationgoogle
  • PDB Structure FetchRCSB Protein Data Bank
  • PeptiVerseChatterjeeLab
  • PhenoSeqSentinal4D
  • ProGen2Salesforce Research
  • Promerabjing-mit
  • ProteinMPNNBaker Lab
  • Protenix-RNALiteFold
  • PXR Activation Modelopenadmet
  • QAMASBeard Lab / Randall et al.
  • Reaction prediction and fingerprintsSagawa & Kaneko · IBM RXN
  • REINVENT 4AstraZeneca
  • RetroChimeraMicrosoft Research AI for Science
  • RFDiffusionBaker Lab / Institute for Protein Design
  • Rhaistertahoebio
  • RoseTTAFold All-AtomBaker Lab / UW
  • RudolfV 2Aignostics
  • SamudrACE-E3SMv3allenai
  • SapiensAstraZeneca / Prihoda et al.
  • SaProtSu et al., Westlake University
  • SCENIC+ / pySCENICVIB-KU Leuven
  • scGPTUniversity of Toronto
  • SE-600Marcinstitute
  • SEALMahmoodLab
  • Sequence AnalyticsCorollary Labs
  • ShEPhERD-2Coley Research Group, MIT
  • Skala 1.0microsoft
  • Skala 1.1microsoft
  • SMINAKoes Lab
  • STACK Largearcinstitute
  • Stack-Large Alignedarcinstitute
  • StarCOPisp-uv-es
  • StormCast V1nvidia
  • SuperIXisp-uv-es
  • Surya 1.0nasa-ibm-ai4science
  • Surya Solar Flaresnasa-ibm-ai4science
  • Surya Solar Windnasa-ibm-ai4science
  • Tahoe-100M-SCVItahoebio
  • Tahoe-x1tahoebio
  • TEDDYMerck
  • TimesFM 2.5Google Research
  • TITANMahmoodLab
  • TxGemma 27B Chatgoogle
  • TxGemma 27B Predictgoogle
  • TxGemma 2Bgoogle
  • TxGemma 9B Chatgoogle
  • TxGemma 9B Predictgoogle
  • UMAfacebook
  • UNIMahmoodLab
  • UNI2-hMahmoodLab
  • WaLa DM1 1BADSKAILab
  • WaLa DM4 1BADSKAILab
  • WaLa DM6 1BADSKAILab
  • WaLa MVDream DM6ADSKAILab
  • WaLa MVDream RGB4ADSKAILab
  • WaLa PC 1BADSKAILab
  • WaLa RGB4 1BADSKAILab
  • WaLa SK 1BADSKAILab
  • WaLa SV 1BADSKAILab
  • WaLa UN 1BADSKAILab
  • WaLa VX16 1BADSKAILab
  • WALRUSpolymathic-ai
  • X-CellXaira-Therapeutics
  • Zatom-2Berkeley Lab, Cambridge and collaborators
  • Zero-To-CAD Qwen3-VL 2BADSKAILab
Every dataset, A–Z254
  • ABC-1MADSKAILab
  • active_matterpolymathic-ai
  • aimo-validation-aimeAI-MO
  • aimo-validation-amcAI-MO
  • aimo-validation-math-level-4AI-MO
  • aimo-validation-math-level-5AI-MO
  • AirfRANS_originalPLAID-datasets
  • AlphaFoldDBLiteFold
  • aops_rawAI-MO
  • aqcat25-datasetSandboxAQ
  • arxiv-abstracts-largeUniverseTBD
  • AstroLLaVA_convosUniverseTBD
  • ATBAllTheBacteria
  • AtompackLeMaterial
  • atomvison_atomistic_stm_images_2d_materials_unique_chemical_compositions_structure_v1-1foundry-ml
  • atomvison_simulated_atomistic_stem_images_2d_materials_unique_chemical_compositions_structure_bafoundry-ml
  • B3DBmaomlab
  • Bac-Corpus-dna-intergenic-sequences-high-diversityAllTheBacteria
  • Bac-Corpus-protein-sequences-high-diversityAllTheBacteria
  • BEANS-ZeroEarthSpeciesProject
  • BFDLiteFold
  • BioMysteryBench-fullAnthropic
  • BioMysteryBench-previewAnthropic
  • bioreason-pro-sft-reasoning-datawanglab
  • BixBenchfuturehouse
  • Botanic1-pretrainingliving-models
  • camelyon16-featuresowkin
  • carbon-pretraining-corpusHuggingFaceBio
  • CATHLiteFold
  • CCAluminary-shift
  • ChAFFmaomlab
  • ChemBenchjablonkagroup
  • chempile-captionjablonkagroup
  • chempile-codejablonkagroup
  • chempile-educationjablonkagroup
  • chempile-instructionjablonkagroup
  • chempile-liftjablonkagroup
  • chempile-mliftjablonkagroup
  • chempile-paperjablonkagroup
  • chempile-reasoningjablonkagroup
  • clinvar-vepHuggingFaceBio
  • CloudSEN12Plusisp-uv-es
  • codeparrot_megatronADSKAILab
  • CombiBenchAI-MO
  • constellarationproxima-fusion
  • core-sdonasa-ibm-ai4science
  • crosslab-nmcGenData-Research
  • CryptoCENmaomlab
  • CT_DeepLesion-MedSAM2wanglab
  • CycPepMPDBLiteFold
  • dataset_concrete_compressive_strengthfoundry-ml
  • dataset_debyet_aflowfoundry-ml
  • dataset_exfoliationefoundry-ml
  • dataset_li_conductivityfoundry-ml
  • dataset_metallicglass_dmaxfoundry-ml
  • dataset_metallicglass_rcfoundry-ml
  • dataset_metallicglass_rc_llmfoundry-ml
  • dataset_mg_alloyfoundry-ml
  • dataset_perovskite_asrfoundry-ml
  • dataset_perovskite_conductivityfoundry-ml
  • dataset_perovskite_formationefoundry-ml
  • dataset_perovskite_habsfoundry-ml
  • dataset_perovskite_stability_updatedfoundry-ml
  • dataset_perovskite_tecfoundry-ml
  • dataset_rpv_ttsfoundry-ml
  • dataset_thermalcond_aflowfoundry-ml
  • dataset_thermalexp_aflowfoundry-ml
  • dielectric_constant_v1-1foundry-ml
  • diffusion_v1-4foundry-ml
  • DIPSDror Lab, Stanford
  • direct_electron_detectorceleritas_xs_simulated_readout_images_electron_counting_model_v1-1foundry-ml
  • DisProtLiteFold
  • double_perovskite_bandgap_v1-1foundry-ml
  • drivaermlneashton
  • drug-target-activityeve-bio
  • DynaCLR-databiohub
  • elastic_tensor_v1-1foundry-ml
  • electromigration_v1-1foundry-ml
  • elwood_md_v1-2foundry-ml
  • EmeraldBaytahoebio
  • EO-via-NLPnasa-impact
  • equational-theories-benchmarkSAIRfoundation
  • equational-theories-selected-problemsSAIRfoundation
  • ESMAtlasLiteFold
  • ESMC-SAE-Featuresbiohub
  • ether0-benchmarkfuturehouse
  • EvolutionaryLiteFold
  • excess-propertiesmist-models
  • finemed-frdoctolib-lab
  • finemed-rephrased-frdoctolib-lab
  • FireProtDBLiteFold
  • FLIP2LiteFold
  • foundry_aflow_band_gaps_v1-1foundry-ml
  • foundry_g4mp2_solvation_v1-2foundry-ml
  • foundry_mp_band_gaps_v1-1foundry-ml
  • foundry_oqmd_band_gaps_v1-1foundry-ml
  • foundry_osdb_v1-1foundry-ml
  • foundry_qmc_ml_v1-1foundry-ml
  • foundry_stan_segmentation_v1-1foundry-ml
  • frontierscienceopenai
  • GDPa1ginkgo-datapoints
  • GDPx1ginkgo-datapoints
  • GDPx2ginkgo-datapoints
  • GDPx3ginkgo-datapoints
  • GDPx4ginkgo-datapoints
  • genomic-niahHuggingFaceBio
  • GeometryLeanBenchAI-MO
  • GOLiteFold
  • GOALiteFold
  • healthbenchopenai
  • healthbench-professionalopenai
  • her2-challenge-2026owkin
  • hestMahmoodLab
  • hest-benchMahmoodLab
  • heusler_magnetization_v1-1foundry-ml
  • HumanProteinAtlasLiteFold
  • IEDBLiteFold
  • img_virus_plasmidwanglab
  • InterProLiteFold
  • keggwanglab
  • Kimina-Prover-PromptsetAI-MO
  • lab-benchfuturehouse
  • LeMat-BulkLeMaterial
  • LeMat-Bulk-DFT-HullLeMaterial
  • LeMat-Bulk-DFT-Hull-AllLeMaterial
  • LeMat-Bulk-MLIP-Formation-EnergiesLeMaterial
  • LeMat-Bulk-MLIP-HullLeMaterial
  • LeMat-BulkUniqueLeMaterial
  • LeMat-GenBench-embeddingsLeMaterial
  • LeMat-RhoLeMaterial
  • LeMat-SynthLeMaterial
  • LeMat-Synth-PapersLeMaterial
  • LeMat-TrajLeMaterial
  • LeMat-Traj-subsetLeMaterial
  • LLM-narrative-planning-tasksetADSKAILab
  • MaCBenchjablonkagroup
  • mask_rcnn_defect_detection_v1-1foundry-ml
  • MedDialogOpenMed
  • medical-o1-reasoning-SFTFreedomIntelligence
  • medical-o1-verifiable-problemFreedomIntelligence
  • Medical-Reasoning-SFT-MegaOpenMed
  • MedSynthAhmad0067
  • MegaScale-Tsuboyama2023LiteFold
  • MetaMathQAmeta-math
  • MgnifyLiteFold
  • MHD_64polymathic-ai
  • minif2f_testAI-MO
  • miriad-4.4Mmiriad
  • miriad-5.8Mmiriad
  • MISATOHelmholtz Munich
  • MofasaDBOrbital-Materials
  • Molecule3Dmaomlab
  • MOSESInsilico Medicine
  • msr-acc-tae25microsoft
  • multi_species_genomesInstaDeepAI
  • NCBILiteFold
  • nct-crc-heowkin
  • NTv3_benchmark_datasetInstaDeepAI
  • nucleotide_transformer_downstream_tasksInstaDeepAI
  • NuminaMath-1.5AI-MO
  • NuminaMath-CoTAI-MO
  • NuminaMath-LEANAI-MO
  • NuminaMath-TIRAI-MO
  • OASopig
  • Octant_CYP_inhibition_reactivity_blog_releaseopenadmet
  • OGtattabio
  • olmoearth-paper-embeddingsallenai
  • olympiadsAI-MO
  • olympiads-refAI-MO
  • olympiads-ref-baseAI-MO
  • OMGtattabio
  • openadmet-expansionrx-challenge-dataopenadmet
  • openadmet-expansionrx-challenge-train-dataopenadmet
  • opengenome2arcinstitute
  • OpenProteinSetLiteFold
  • opensr-testisp-uv-es
  • OpenTMEAignostics
  • PapyrusLeiden Academic Centre for Drug Research
  • parse-de-rhaistertahoebio
  • Patho-BenchMahmoodLab
  • PATHOS-PLM-EMBEDDINGSDSIMB
  • PDBLiteFold
  • PDB-CCDLiteFold
  • perovskite_opbandcenter_v1-1foundry-ml
  • perovskite_stability_v1-1foundry-ml
  • Perturb-Sapiensarcinstitute
  • perturbation-benchHuggingFaceBio
  • peS2oallenai
  • PfamLiteFold
  • piezoelectric_tensor_v1-1foundry-ml
  • planetswepolymathic-ai
  • plant-genomic-benchmarkInstaDeepAI
  • plism-dataset-tilesowkin
  • popsiclebiohub
  • principia-benchfacebook
  • principia-collectionfacebook
  • ProteinGLUEIBIVU, VU Amsterdam
  • ProteinGymLiteFold
  • ProteinNetAlQuraishi Lab
  • protenix-dataLiteFold
  • Pumpluminary-shift
  • rayleigh_benardpolymathic-ai
  • replogle-nadig-de-rhaistertahoebio
  • Replogle-Nadig-Preprintarcinstitute
  • rtm_emulationisp-uv-es
  • rxrx3recursionpharma
  • rxrx3-corerecursionpharma
  • SAIRSandboxAQ
  • SARLO-80ONERA
  • SE-167M-Humanarcinstitute
  • semiconductor_defectlevels_v1-1foundry-ml
  • SHIFT-Crashluminary-shift
  • SidechainNetKoes Lab, University of Pittsburgh
  • SKEMPI2LiteFold
  • spiqagoogle
  • SPIREAllTheBacteria
  • Stack-CellxGene45Marcinstitute
  • State-Tahoe-Filteredarcinstitute
  • steel_strength_v1-1foundry-ml
  • STRINGLiteFold
  • Submarineluminary-shift
  • superconductivity_v1-1foundry-ml
  • supernova_explosion_64polymathic-ai
  • surya-bench-flare-forecastingnasa-ibm-ai4science
  • SUVluminary-shift
  • SwissSidechainLiteFold
  • synthvision-annotated-kimiOpenMed
  • synthvision-annotated-qwenOpenMed
  • synthvision-seedsOpenMed
  • Tahoe-100Mtahoebio
  • tahoe-de-rhaistertahoebio
  • Tahoe-x1-embeddingstahoebio
  • TCGA_virtual_spatial_transcriptomics_atlasratschlab
  • TCGA-UniformTumor-8KMahmoodLab
  • TDCmaomlab
  • ThousandWorldsAstroAutomata
  • training_locating_atoms_stem_images_v1-2foundry-ml
  • traitgymHuggingFaceBio
  • TreeOfLife-200Mimageomics
  • true-cds-protein-tasksInstaDeepAI
  • UNI2-h-featuresMahmoodLab
  • UniProtKBLiteFold
  • UniRef50LiteFold
  • UniRef90LiteFold
  • viperMahmoodLab
  • WINGluminary-shift
  • winnow-ms-datasetsInstaDeepAI
  • wolverton_oxides_v1-1foundry-ml
  • WorldFloodsv2isp-uv-es
  • WxC-Benchnasa-impact
  • X-Atlas-OrionXaira-Therapeutics
  • X-Atlas-PiscesXaira-Therapeutics
  • Zero-To-CAD-100kADSKAILab
  • Zero-To-CAD-1mADSKAILab

Things that work

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85 entries in Physics

Showing 48 of 85

OpenMMChodera Lab / StanfordGPU-native molecular dynamics with a scriptable Python API.molecular dynamicsOn demand
QAMASBeard Lab / Randall et al.Simulate mitochondrial ATP synthesis, oxygen consumption and membrane potential.mitochondrial-atp-simulationOn demand
TimesFM 2.5Google ResearchForecast a series it has never seen, with no fitting and no training on your data.forecastingOn demand
active_matterpolymathic-aiHigh-fidelity simulations of self-propelled particle systems for benchmarking learned PDE solvers and emergent collective behaviour models.Physics SimulationExplore
AirfRANS_originalPLAID-datasetsOriginal AirfRANS airfoil RANS simulation dataset — graph-structured CFD over NACA airfoils for benchmarking physics-informed and graph neural networks.Aerodynamics CFDExplore
arxiv-abstracts-largeUniverseTBD1.7 million scholarly article abstracts spanning physics, computer science, and statistics from arXiv, structured for pretraining and fine-tuning astronomy and scientific language models.Scientific LiteratureExplore
AstroLLaVA_convosUniverseTBDAstronomical images paired with detailed captions and question-answer pairs sourced from APOD, ESO, and ESA Hubble archives, for training multimodal vision-language models on astrophysics.Multimodal AstronomyExplore
AtompackLeMaterialAtompack — Hub-hosted public atomistic ML datasets distributed in the Atompack format, part of the broader LeMaterial effort to standardise atomistic data exchange.Atomistic ML FormatExplore
atomvison_atomistic_stm_images_2d_materials_unique_chemical_compositions_structure_v1-1foundry-mlSimulated STM images for 2D materials with unique chemical compositions — supports ML on atomic-resolution microscopy.STM ImagingExplore
atomvison_simulated_atomistic_stem_images_2d_materials_unique_chemical_compositions_structure_bafoundry-mlSimulated STEM images for 2D materials — paired with structure metadata for training ML models on electron microscopy.STEM ImagingExplore
CCAluminary-shiftCommon Compressor Aero (CCA) dataset — compressor and turbomachinery simulations for ML-augmented aerospace design workflows.Aerospace CFDExplore
constellarationproxima-fusionLarge-scale dataset of quasi-isodynamic stellarator designs with MHD equilibria for fusion energy research.Fusion PhysicsExplore
core-sdonasa-ibm-ai4scienceMulti-modal Solar Dynamics Observatory dataset combining EUV imagery, magnetograms, and irradiance spectra for solar foundation model pre-training.Solar PhysicsExplore
dataset_debyet_aflowfoundry-mlDebye temperature data from the AFLOW database — fundamental thermal-vibrational descriptor for ML materials property prediction.Thermal PropertiesExplore
dataset_exfoliationefoundry-mlExfoliation energy dataset for 2D materials — supports ML-driven discovery of layered compounds suitable for monolayer isolation.2D MaterialsExplore
dataset_perovskite_tecfoundry-mlThermal expansion coefficients for perovskite materials — curated for ML thermal-property prediction.Perovskite PropertiesExplore
dataset_rpv_ttsfoundry-mlReactor pressure-vessel (RPV) transition-temperature shift dataset — supports ML prediction of irradiation embrittlement.Reactor MaterialsExplore
dataset_thermalcond_aflowfoundry-mlThermal conductivity values from the AFLOW database — supports ML-based screening of thermal management materials.Thermal PropertiesExplore
dataset_thermalexp_aflowfoundry-mlThermal expansion coefficients from the AFLOW database — for ML thermal-mechanical modelling of inorganic materials.Thermal PropertiesExplore
dielectric_constant_v1-1foundry-mlDielectric-constant values for inorganic compounds — supports ML screening of high-k materials for capacitors and devices.Dielectric PropertiesExplore
direct_electron_detectorceleritas_xs_simulated_readout_images_electron_counting_model_v1-1foundry-mlSimulated readout images from a Celeritas XS direct-electron detector — training data for electron-counting models in cryo-EM and STEM.Electron MicroscopyExplore
double_perovskite_bandgap_v1-1foundry-mlComputed band gaps for double-perovskite compounds — supports ML-based screening for photovoltaic and optoelectronic applications.Electronic StructureExplore
drivaermlneashtonHigh-fidelity CFD simulation dataset of the DrivAer reference automotive geometry — resolved-flow data for training ML models on aerodynamics prediction (drag, downforce, surface pressure).Automotive CFDExplore
elastic_tensor_v1-1foundry-mlElastic tensor data for inorganic materials — supports ML prediction of bulk and shear moduli.Mechanical PropertiesExplore
foundry_aflow_band_gaps_v1-1foundry-mlBand-gap values from the AFLOW high-throughput materials database, formatted for ML model training and evaluation.Electronic StructureExplore
foundry_g4mp2_solvation_v1-2foundry-mlHigh-accuracy G4MP2 solvation-energy data — supports ML for quantum-chemical accuracy on aqueous and organic systems.Solvation EnergiesExplore
foundry_mp_band_gaps_v1-1foundry-mlBand-gap values curated from the Materials Project for ML benchmarking on inorganic electronic structure.Electronic StructureExplore
foundry_oqmd_band_gaps_v1-1foundry-mlBand-gap values from the Open Quantum Materials Database (OQMD), prepared for ML benchmarking on inorganic crystal electronic structure.Electronic StructureExplore
foundry_qmc_ml_v1-1foundry-mlQuantum Monte Carlo (QMC) reference data for ML benchmarking — high-accuracy electronic structure calculations on small molecules.Quantum ChemistryExplore
heusler_magnetization_v1-1foundry-mlMagnetisation data for Heusler-alloy compounds — supports ML discovery of half-metallic and magnetocaloric materials.Magnetic PropertiesExplore
LeMat-BulkLeMaterialPrimary bulk materials database aggregating 1M+ crystal structures with DFT-computed formation energies, band gaps, and elastic properties for materials discovery.Materials ScienceExplore
LeMat-Bulk-DFT-HullLeMaterialDFT convex hull reference data for materials stability analysis.Materials ScienceExplore
LeMat-Bulk-DFT-Hull-AllLeMaterialComplete DFT convex hull dataset for bulk materials discovery.Materials ScienceExplore
LeMat-Bulk-MLIP-Formation-EnergiesLeMaterialFormation energies for LeMat-Bulk computed with multiple ML interatomic potentials (MLIPs) — used to benchmark MLIPs and to derive MLIP-based stability estimates.Materials ScienceExplore
LeMat-Bulk-MLIP-HullLeMaterialConvex hull data for bulk materials from MLIP calculations.Materials ScienceExplore
LeMat-BulkUniqueLeMaterialDeduplicated companion to LeMat-Bulk — unique inorganic crystal structures aggregated across source databases, intended as a curated training set for generative materials models.Materials ScienceExplore
LeMat-GenBench-embeddingsLeMaterialPrecomputed embeddings for the LeMat-GenBench benchmark — drop-in features for evaluating generative materials models on crystal-structure prediction and downstream tasks.Materials EmbeddingsExplore
LeMat-RhoLeMaterialLeMat-Rho — ~69,000 inorganic crystal structures computed at the r2SCAN meta-GGA level in VASP, with charge densities, Bader charges, forces, stresses, and energies for ML training and electronic-structure analysis.Materials ScienceExplore
LeMat-TrajLeMaterialLarge-scale molecular dynamics trajectory dataset for training machine learning interatomic potentials across diverse bulk material compositions.Materials ScienceExplore
LeMat-Traj-subsetLeMaterialSmaller curated subset of LeMat-Traj — manageable slice of the full molecular-dynamics trajectory corpus for prototyping and small-scale MLIP training.Materials ScienceExplore
MHD_64polymathic-ai3D magnetohydrodynamics turbulence simulations at 64³ resolution for training and benchmarking physics-informed neural operators.Physics SimulationExplore
msr-acc-tae25microsoftMicrosoft Research Accurate Chemistry Collection — large dataset of high-accuracy electronic-structure calculations (TAE25 split) for training and evaluating quantum-chemistry ML models.Quantum Chemistry DatasetExplore
peS2oallenaiApproximately 40M cleaned, filtered, and formatted open-access academic papers derived from S2ORC — a large multi-domain pretraining corpus for science-aware language models, spanning biology, chemistry, engineering, computer science, and physics.Pretraining CorpusExplore
piezoelectric_tensor_v1-1foundry-mlPiezoelectric tensor data for inorganic materials — supports ML for sensor and actuator material design.Electromechanical PropertiesExplore
planetswepolymathic-aiSpherical shallow-water equation simulations modelling large-scale planetary atmospheric dynamics for weather and climate surrogate models.Physics SimulationExplore
principia-benchfacebookCurated benchmark of challenging STEM problems requiring multi-step reasoning, quantitative analysis, and domain knowledge across natural sciences.STEM BenchmarkExplore
principia-collectionfacebookLarge-scale STEM reasoning dataset from Meta covering mathematics, physics, chemistry, and biology problems for training and evaluating scientific reasoning in language models.STEM ReasoningExplore
Pumpluminary-shiftCFD simulations of centrifugal pumps spanning operating conditions — for training ML surrogates of turbomachinery flow and performance.Turbomachinery CFDExplore

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