Ab-PXRD-Solver2026 · core solverHybrid ab initio structure solution from experimental PXRDexperimentalab initioWyckoffarXiv ↗MaterSim/Ab-PXRD-Solver ↗online results ↗
AlphaDiffract2026 · pipeline moduleCrystal system, space group, and lattice prediction from PXRDsymmetrylatticeclassifierarXiv ↗Open model ↗training code ↗
AlphaDiffract simulation corpusdatasetCrystal-system, space-group, and lattice benchmarksymmetrylatticelarge corpusarXiv ↗Open model ↗
Automation of Rietveld refinement through machine learning2026 · pipeline moduleFast Rietveld-like refinement / parameter predictionRietveldrefinementpost-processingJournal of Applied Crystallography / ORA ↗
CHILI-3K / CHILI-100KdatasetLarge-scale inorganic nanomaterial benchmarkpretraininglarge corpusnanomaterialCHILI GitHub ↗
Crystallography Open Database entries with diffraction datadatasetOpen crystal structures with deposited diffraction/profile fieldsCODexperimentalopen dataCOD ↗
CrystalNet2024 · core solverPXRD + composition information to electron density or structureelectron densityVAEcompositionnpj Computational Materials ↗gabeguo/deep-crystallography-public ↗
Crystalyze2024 · core solverEnd-to-end PXRD-to-CIF pipelineCIFgenerationexperimentalJACS ↗ML-PXRD/Crystalyze ↗
Crystalyze inferenceinferenceRunnable inference and utilities for CrystalyzescriptrunnableCIFcrystalyze_inference.py ↗crystalyze_utils.py ↗crystalyze_env.yml ↗
deCIFer2025/2026 · core solverPXRD-conditioned CIF token generationTransformerCIFtokensTMLR / OpenReview ↗FrederikLizakJohansen/deCIFer ↗
deCIFer inferenceinferenceRunnable inference and utilities for deCIFerscriptrunnableCIFdecifer_inference.py ↗decifer_utils.py ↗decifer_env.yml ↗
DeepStruc2023 · core solverPDF/scattering-data-to-nanoparticle structure classPDFnanoparticlegenerationDigital Discovery ↗EmilSkaaning/DeepStruc ↗
DiffractGPT2025 · core solverPXRD-conditioned text generation for CIF-like crystal descriptionsLLMCIFgenerationJ. Phys. Chem. Lett. ↗atomgptlab/atomgpt ↗
DiffractGPT inferenceinferenceRunnable and cloud inference scripts for DiffractGPTscriptcloudrunnablediffractgpt_inference.py ↗diffractgpt_modal.py ↗
JARVIS-DFT / JARVIS-XRDdatasetBroad inorganic computed structures and simulated XRDJARVISsimulatedAPIJARVIS docs ↗XRD tool docs ↗
MP-20-PXRDdatasetMaterials Project subset with calculated PXRDMP-20simulatedbenchmarkgabeguo/cdvae_xrd data ↗
opXRD-HKUST / XCCP experimental datadatasetExperimental data associated with contrastive PXRD-candidate matchingexperimentalcontrastiveHugging FaceHugging Face ↗
parse_cifs.pyutilityRepository utility for CIF and experimental PXRD parsingCIFparserinference supportutils/parse_cifs.py ↗
PhaseDifformer2026 · pipeline moduleMulti-phase PXRD decompositionmixturesTransformerdecompositionnpj Computational Materials ↗
PowBasedatasetHistorical experimental PXRD collectionexperimentalsmallreferencePowBase archived snapshot ↗
PXRDGen2025 · core solverPXRD-conditioned generation with optional composition constraintsdiffusionflowcomposition optionalNature Communications ↗CodeOcean capsule ↗
PXRDnet2025 · core solverFormula-aware finite-size PXRD to atomic structure candidatesformuladiffusionequivariantNature Materials ↗gabeguo/cdvae_xrd ↗
PXRDnet inferenceinferenceRunnable and cloud inference scripts for PXRDnetscriptcloudrunnablepxrdnet_inference.py ↗pxrdnet_modal.py ↗pxrdnet_env.yml ↗
pymatgen XRDCalculatorutilityPXRD simulation from CIF / structuresimulationforward modelbaselinepymatgen ↗
RealPXRD-Solver2026 · core solverExperimental or simulated PXRD to crystal structureexperimentalflow matchingfingerprintsarXiv ↗liqi-529/RealPXRD-Solver ↗
RealPXRD-Solver training corpusdatasetLarge theoretical corpus with experimental evaluationlarge corpusexperimentalaugmentationarXiv ↗GitHub ↗
SimXRD-4MdatasetLarge crystal-symmetry prediction benchmarksymmetrylarge corpussimulationOpenReview ↗
Uni3DAR2025 · core solverPXRD / structure tokens to 3D crystal generation3DautoregressivecompositionarXiv ↗dptech-corp/Uni-3DAR ↗
Uni3DAR inferenceinferenceRunnable and cloud inference scripts for Uni3DARscriptcloudrunnableuni3dar_inference.py ↗uni3dar_modal.py ↗uni3dar_env.yml ↗
XCCP2026 · pipeline moduleContrastive PXRD-candidate matching and space-group identificationcontrastivererankingcandidate matchingnpj Computational Materials ↗opXRD-HKUST experimental data ↗
XQueryer2025 · pipeline moduleNeural search-match / structure identification from PXRDretrievaldatabaserankingNational Science Review ↗Bin-Cao/XQueryer ↗
XQueryer simulated databasedatasetSimulated database and RRUFF-MP matching benchmarkretrievalRRUFFMPNational Science Review paper ↗GitHub ↗
Xrd2Mof2026 · core solverPrior-guided PXRD-to-MOF structure generationMOFbuilding blocksStable DiffusionJACS ↗PKUsam2023/Xrd2Mof ↗
XRDiff2026 · core solverDiffusion-based structure prediction with partial chemistry inputsdiffusionpeakspartial compositionarXiv ↗
XRDSol2026 · core solverStoichiometry + unit cell + PXRD to atomic coordinatesstoichiometryunit celldiffusionNature Communications ↗ai4mat-zhu/XRDSol ↗Zenodo code/data ↗
XRDSol MP-20 / ICDD-20 benchmarksdatasetXRDSol training/evaluation benchmarksICDDexperimentalMP-20XRDSol GitHub ↗
XReddatasetPublic experimental XRD phase-identification datasetexperimentalphase identificationmulti-phaseWPEM/XRED ↗
XtalNet2024/2025 · core solverPXRD + composition / MOF setting to structure candidatesMOFcompositiondiffusionAdvanced Science ↗Zenodo: hMOF-100/400 + code/data ↗