Index Single property regression model See: https://figshare.com/projects/ALIGNN_models/126478 Colab notebook example Number of contributions: 450 CategorySub-categoryBenchmarkMethodMetricScoreTeamDatasetSizeAISinglePropertyPredictiondft_3d_optb88vdw_bandgapkgcnn_coGNMAE0.1219kgcnndft_3d55713AISinglePropertyPredictiondft_3d_optb88vdw_total_energykgcnn_coGNMAE0.0262kgcnndft_3d55713AISinglePropertyPredictiondft_3d_ehullkgcnn_coGNMAE0.0466kgcnndft_3d55364AISinglePropertyPredictiondft_3d_formation_energy_peratomkgcnn_coGNMAE0.0271kgcnndft_3d55713AISinglePropertyPredictiondft_3d_mbj_bandgapkgcnn_coGNMAE0.264kgcnndft_3d18167AISinglePropertyPredictiondft_3d_slmekgcnn_coNGNMAE4.4428kgcnndft_3d9062AISinglePropertyPredictiondft_3d_magmom_oszicarkgcnn_coNGNMAE0.2437kgcnndft_3d52210AISinglePropertyPredictiondft_3d_avg_hole_massalignn_modelMAE0.1239ALIGNNdft_3d17642AISinglePropertyPredictiondft_3d_shear_modulus_gvkgcnn_coNGNMAE8.4881kgcnndft_3d19680AISinglePropertyPredictiondft_3d_max_efgalignn_modelMAE19.1211ALIGNNdft_3d11865AISinglePropertyPredictiondft_3d_n_powerfactalignn_modelMAE442.2993ALIGNNdft_3d23210AISinglePropertyPredictiondft_3d_exfoliation_energymatminer_xgboostMAE40.887UofTdft_3d812AISinglePropertyPredictiondft_3d_mepszkgcnn_coNGNMAE22.842kgcnndft_3d16809AISinglePropertyPredictiondft_3d_epsxkgcnn_coNGNMAE18.5738kgcnndft_3d44490AISinglePropertyPredictiondft_3d_dfpt_piezo_max_dijkgcnn_coNGNMAE13.8868kgcnndft_3d3345AISinglePropertyPredictiondft_3d_n_Seebeckkgcnn_coGNMAE39.2692kgcnndft_3d23210AISinglePropertyPredictiondft_3d_dfpt_piezo_max_dielectrickgcnn_coNGNMAE25.5553kgcnndft_3d4704AISinglePropertyPredictiondft_3d_kpoint_length_unitmatminer_xgboostMAE9.047UofTdft_3d55392AISinglePropertyPredictiondft_3d_mepsxkgcnn_coNGNMAE23.3801kgcnndft_3d16809AISinglePropertyPredictiondft_3d_ph_heat_capacitymatminer_rfMAE5.2757UofTdft_3d12054AISinglePropertyPredictiondft_3d_spillagekgcnn_coNGNMAE0.3463kgcnndft_3d11375AISinglePropertyPredictiondft_3d_avg_elec_massalignn_modelMAE0.0853ALIGNNdft_3d17642AISinglePropertyPredictiondft_3d_bulk_modulus_kvkgcnn_coNGNMAE8.7022kgcnndft_3d19680AISinglePropertyPredictiondft_3d_mepsykgcnn_coNGNMAE23.3299kgcnndft_3d16809AISinglePropertyPredictiondft_3d_epszkgcnn_coNGNMAE17.8104kgcnndft_3d44490AISinglePropertyPredictiondft_3d_epsykgcnn_coNGNMAE18.5923kgcnndft_3d44490AISinglePropertyPredictiondft_3d_encutkgcnn_coNGNMAE129.8266kgcnndft_3d55386AISinglePropertyPredictiondft_3d_Tc_superconatomgpt_modelMAE1.5187AtomGPTdft_3d616AISinglePropertyPredictionssub_formula_energyElemNet2_TLMAE0.0924NorthWestern_Universityssub1726AISinglePropertyPredictionmag2d_chem_magnetic_momentElemNet2_TLMAE0.2997NorthWestern_Universitymag2d_chem226AISinglePropertyPredictionsupercon_chem_Tcmatminer_rfMAE4.8511UofTsupercon_chem16414AISinglePropertyPredictionvacancydb_oxides_train_test_efcrystal_feature_modelMAE0.7Crystal_Featuresvacancydb_oxides_train_test30AISinglePropertyPredictionmegnet_e_formalignn_modelMAE0.0221ALIGNNmegnet69239AISinglePropertyPredictionhmof_void_fractionalignn_modelMAE0.0174ALIGNNhmof137651AISinglePropertyPredictionqe_tb_indir_gapmatminer_rfMAE0.0278UofTqe_tb829574AISinglePropertyPredictionhmof_pldmatminer_xgboostMAE0.5728UofThmof137651AISinglePropertyPredictionhmof_lcdmatminer_xgboostMAE0.4585UofThmof137651AISinglePropertyPredictionqmof_bandgapalignn_modelMAE0.2019ALIGNNqmof20424AISinglePropertyPredictionhmof_max_co2_adspmatminer_xgboostMAE0.4622UofThmof137651AISinglePropertyPredictionhmof_surface_area_m2galignn_modelMAE91.1502ALIGNNhmof137651AISinglePropertyPredictionqe_tb_energy_per_atomkgcnn_coGNMAE0.0636kgcnnqe_tb829574AISinglePropertyPredictionhmof_min_co2_adspalignn_modelMAE0.0383ALIGNNhmof137651AISinglePropertyPredictionhmof_surface_area_m2cm3matminer_xgboostMAE83.3575UofThmof137651AISinglePropertyPredictionsnumat_Band_gap_HSEalignn_modelMAE0.3765ALIGNNsnumat10386AISinglePropertyPredictionqe_tb_final_energykgcnn_coGNMAE1.3185kgcnnqe_tb829574AISinglePropertyPredictionqe_tb_f_enpkgcnn_coGNMAE0.0956kgcnnqe_tb829574AISinglePropertyPredictionmegnet_gappbealignn_modelMAE0.218ALIGNNmegnet69239AISinglePropertyPredictiontinnet_N_eadalignn_modelMAE0.0871ALIGNNtinnet_N327AISinglePropertyPredictionqm9_std_jctc_U0alignn_modelMAE0.0146ALIGNNqm9_std_jctc130829AISinglePropertyPredictionhalide_peroskites_PBE_gapalignn_modelMAE0.1223ALIGNNhalide_peroskites229AISinglePropertyPredictionAGRA_COOH_eadalignn_modelMAE0.0485ALIGNNAGRA_COOH280AISinglePropertyPredictionhalide_peroskites_PBE_decomp_energyalignn_modelMAE0.0477ALIGNNhalide_peroskites229AISinglePropertyPredictionocp_all_relaxed_energyalignn_modelMAE0.5989ALIGNNocp_all510214AISinglePropertyPredictionqm9_std_jctc_R2alignn_modelMAE0.6523ALIGNNqm9_std_jctc130829AISinglePropertyPredictionocp100k_relaxed_energyalignn_modelMAE0.6289ALIGNNocp100k149886AISinglePropertyPredictionqm9_std_jctc_alphaalignn_modelMAE0.0557ALIGNNqm9_std_jctc130829AISinglePropertyPredictionAGRA_CO_eadalignn_modelMAE0.1349ALIGNNAGRA_CO193AISinglePropertyPredictionqm9_std_jctc_Cvalignn_modelMAE0.0239ALIGNNqm9_std_jctc130829AISinglePropertyPredictionqm9_std_jctc_Ualignn_modelMAE0.0138ALIGNNqm9_std_jctc130829AISinglePropertyPredictionqm9_std_jctc_Halignn_modelMAE0.014ALIGNNqm9_std_jctc130829AISinglePropertyPredictionhalide_peroskites_HSE_decomp_energyalignn_modelMAE0.0512ALIGNNhalide_peroskites229AISinglePropertyPredictionhalide_peroskites_Ref_indalignn_modelMAE0.0233ALIGNNhalide_peroskites229AISinglePropertyPredictionAGRA_O_eadalignn_modelMAE0.1134ALIGNNAGRA_O1000AISinglePropertyPredictionocp10k_relaxed_energyalignn_modelMAE0.7623ALIGNNocp10k59886AISinglePropertyPredictionAGRA_CHO_eadalignn_modelMAE0.1062ALIGNNAGRA_CHO214AISinglePropertyPredictionAGRA_OH_eadalignn_modelMAE0.0762ALIGNNAGRA_OH875AISinglePropertyPredictiontinnet_O_eadalignn_modelMAE0.3694ALIGNNtinnet_O745AISinglePropertyPredictionqm9_std_jctc_ZPVEalignn_modelMAE0.0019ALIGNNqm9_std_jctc130829AISinglePropertyPredictionqm9_std_jctc_HOMOalignn_modelMAE0.0187ALIGNNqm9_std_jctc130829AISinglePropertyPredictionqm9_std_jctc_LUMOalignn_modelMAE0.0175ALIGNNqm9_std_jctc130829AISinglePropertyPredictiontinnet_OH_eadalignn_modelMAE0.0882ALIGNNtinnet_OH746AISinglePropertyPredictionqm9_std_jctc_gapalignn_modelMAE0.0345ALIGNNqm9_std_jctc130829AISinglePropertyPredictionhalide_peroskites_HSE_gapalignn_modelMAE0.1615ALIGNNhalide_peroskites229AISinglePropertyPredictionqm9_std_jctc_Galignn_modelMAE0.0133ALIGNNqm9_std_jctc130829AISinglePropertyPredictionqm9_std_jctc_mualignn_modelMAE0.0248ALIGNNqm9_std_jctc130829AISinglePropertyPredictionvacancydb_elements_efalignnff_pretrained_wt0.1MAE1.1992JARVISvacancydb_elements74AISinglePropertyPredictionvacancydb_efalignnff_pretrained_wt0.1MAE0.8739JARVISvacancydb530AISinglePropertyPredictionvacancydb_oxides_efalignnff_pretrained_wt0.1MAE0.6091JARVISvacancydb_oxides65AISinglePropertyPredictionvacancydb_2D_efalignnff_pretrained_wt0.1MAE1.0018JARVISvacancydb_2D72AISinglePropertyPredictiondft_3d_Tc_supercon_hydridealignn_hydride_superconMAE12.3099ALIGNNdft_3d953AISinglePropertyPredictiondft_3d_Tc_supercon_hydride_plus_bulkalignn_hydride_supercon_plusbulkMAE7.9619ALIGNNdft_3d1993AISinglePropertyPredictionmxene275_formation_energymxene_alignnMAE0.0561MXene_ALIGNNmxene275274