Index

AI model contributions

• Number of contributions: 617

Category	Sub-category	Benchmark	Method	Metric	Score	Team	Dataset	Size
AI	MLFF	mlearn_Ni_energy	snap_mlearn	MAE	1.6742	JARVIS	mlearn_Ni	294
AI	MLFF	mlearn_Ni_forces	snap_mlearn	MULTIMAE	0.06181732186425153	JARVIS	mlearn_Ni	294
AI	TextSummary	arxiv_summary_text	transformers_t5_base	ROUGE	0.2602	ChemNLP	arxiv_summary	87148
AI	SinglePropertyPrediction	mxene275_formation_energy	mxene_alignn	MAE	0.0561	MXene_ALIGNN	mxene275	274
AI	MLFF	mlearn_Ge_energy	alignnff_mlearn_all_wt1	MAE	1.5227	JARVIS	mlearn_Ge	253
AI	MLFF	mlearn_Mo_stresses	alignnff_mlearn_all_wt1	MULTIMAE	44.869556923541296	JARVIS	mlearn_Mo	217
AI	MLFF	mlearn_Ge_forces	alignnff_mlearn_all_wt1	MULTIMAE	0.07201822622548142	JARVIS	mlearn_Ge	253
AI	MLFF	mlearn_Cu_forces	matgl_mlearn	MULTIMAE	0.017749048098047573	Matgl	mlearn_Cu	293
AI	MLFF	mlearn_Mo_forces	snap_mlearn	MULTIMAE	0.18434104563832232	JARVIS	mlearn_Mo	217
AI	MLFF	mlearn_Ge_stresses	matgl_pretrained	MULTIMAE	9.843460590954754	Matgl	mlearn_Ge	253
AI	MLFF	mlearn_Ni_stresses	matgl_pretrained	MULTIMAE	38.842144743058384	Matgl	mlearn_Ni	294
AI	MLFF	mlearn_Si_energy	matgl_mlearn	MAE	0.8759	Matgl	mlearn_Si	239
AI	MLFF	mlearn_Cu_stresses	matgl_pretrained	MULTIMAE	29.08125948284852	Matgl	mlearn_Cu	293
AI	MLFF	mlearn_Si_forces	alignnff_mlearn_wt1	MULTIMAE	0.06942387617720659	JARVIS	mlearn_Si	239
AI	MLFF	mlearn_Li_stresses	matgl_pretrained	MULTIMAE	4.565046531310405	Matgl	mlearn_Li	270
AI	MLFF	mlearn_Li_forces	snap_mlearn	MULTIMAE	0.02733803004038507	JARVIS	mlearn_Li	270
AI	MLFF	mlearn_Li_energy	snap_mlearn	MAE	0.1017	JARVIS	mlearn_Li	270
AI	MLFF	mlearn_Mo_energy	snap_mlearn	MAE	0.9078	JARVIS	mlearn_Mo	217
AI	MLFF	mlearn_Si_stresses	matgl_pretrained	MULTIMAE	12.36785590532479	Matgl	mlearn_Si	239
AI	MLFF	mlearn_Cu_energy	matgl_mlearn	MAE	0.8696	Matgl	mlearn_Cu	293
AI	SinglePropertyPrediction	qe_tb_energy_per_atom	kgcnn_coGN	MAE	0.0636	kgcnn	qe_tb	829574
AI	SinglePropertyPrediction	dft_3d_epsz	kgcnn_coNGN	MAE	17.8104	kgcnn	dft_3d	44490
AI	SinglePropertyPrediction	dft_3d_magmom_oszicar	kgcnn_coNGN	MAE	0.2437	kgcnn	dft_3d	52210
AI	SinglePropertyPrediction	dft_3d_shear_modulus_gv	kgcnn_coNGN	MAE	8.4881	kgcnn	dft_3d	19680
AI	SinglePropertyPrediction	dft_3d_spillage	kgcnn_coNGN	MAE	0.3463	kgcnn	dft_3d	11375
AI	SinglePropertyPrediction	dft_3d_mbj_bandgap	kgcnn_coGN	MAE	0.264	kgcnn	dft_3d	18167
AI	SinglePropertyPrediction	dft_3d_optb88vdw_bandgap	kgcnn_coGN	MAE	0.1219	kgcnn	dft_3d	55713
AI	SinglePropertyPrediction	dft_3d_mepsy	kgcnn_coNGN	MAE	23.3299	kgcnn	dft_3d	16809
AI	SinglePropertyPrediction	dft_3d_kpoint_length_unit	matminer_xgboost	MAE	9.047	UofT	dft_3d	55392
AI	SinglePropertyPrediction	qe_tb_final_energy	kgcnn_coGN	MAE	1.3185	kgcnn	qe_tb	829574
AI	SinglePropertyPrediction	dft_3d_ph_heat_capacity	matminer_rf	MAE	5.2757	UofT	dft_3d	12054
AI	SinglePropertyPrediction	dft_3d_optb88vdw_total_energy	kgcnn_coGN	MAE	0.0262	kgcnn	dft_3d	55713
AI	SinglePropertyPrediction	dft_3d_slme	kgcnn_coNGN	MAE	4.4428	kgcnn	dft_3d	9062
AI	SinglePropertyPrediction	dft_3d_mepsx	kgcnn_coNGN	MAE	23.3801	kgcnn	dft_3d	16809
AI	SinglePropertyPrediction	dft_3d_mepsz	kgcnn_coNGN	MAE	22.842	kgcnn	dft_3d	16809
AI	SinglePropertyPrediction	dft_3d_dfpt_piezo_max_dij	kgcnn_coNGN	MAE	13.8868	kgcnn	dft_3d	3345
AI	SinglePropertyPrediction	dft_3d_max_efg	alignn_model	MAE	19.1211	ALIGNN	dft_3d	11865
AI	SinglePropertyPrediction	dft_3d_epsx	kgcnn_coNGN	MAE	18.5738	kgcnn	dft_3d	44490
AI	SinglePropertyPrediction	dft_3d_n_powerfact	alignn_model	MAE	442.2993	ALIGNN	dft_3d	23210
AI	SinglePropertyPrediction	qe_tb_f_enp	kgcnn_coGN	MAE	0.0956	kgcnn	qe_tb	829574
AI	SinglePropertyPrediction	dft_3d_n_Seebeck	kgcnn_coGN	MAE	39.2692	kgcnn	dft_3d	23210
AI	SinglePropertyPrediction	dft_3d_exfoliation_energy	matminer_xgboost	MAE	40.887	UofT	dft_3d	812
AI	SinglePropertyPrediction	dft_3d_epsy	kgcnn_coNGN	MAE	18.5923	kgcnn	dft_3d	44490
AI	SinglePropertyPrediction	dft_3d_avg_hole_mass	alignn_model	MAE	0.1239	ALIGNN	dft_3d	17642
AI	SinglePropertyPrediction	dft_3d_bulk_modulus_kv	kgcnn_coNGN	MAE	8.7022	kgcnn	dft_3d	19680
AI	SinglePropertyPrediction	dft_3d_formation_energy_peratom	kgcnn_coGN	MAE	0.0271	kgcnn	dft_3d	55713
AI	SinglePropertyPrediction	dft_3d_encut	kgcnn_coNGN	MAE	129.8266	kgcnn	dft_3d	55386
AI	SinglePropertyPrediction	dft_3d_avg_elec_mass	alignn_model	MAE	0.0853	ALIGNN	dft_3d	17642
AI	SinglePropertyPrediction	dft_3d_dfpt_piezo_max_dielectric	kgcnn_coNGN	MAE	25.5553	kgcnn	dft_3d	4704
AI	SinglePropertyPrediction	dft_3d_ehull	kgcnn_coGN	MAE	0.0466	kgcnn	dft_3d	55364
AI	SinglePropertyPrediction	qe_tb_indir_gap	matminer_rf	MAE	0.0278	UofT	qe_tb	829574
AI	SinglePropertyPrediction	ssub_formula_energy	ElemNet2_TL	MAE	0.0924	NorthWestern_University	ssub	1726
AI	SinglePropertyPrediction	mag2d_chem_magnetic_moment	ElemNet2_TL	MAE	0.2997	NorthWestern_University	mag2d_chem	226
AI	SinglePropertyPrediction	supercon_chem_Tc	matminer_rf	MAE	4.8511	UofT	supercon_chem	16414
AI	TokenClass	mat_scholar_ner_labels	transformers_xlnet	ACC	0.7481	ChemNLP	mat_scholar_ner	123267
AI	TextClass	pubchem_categories	random_forest_text_title_abstract	ACC	0.9674	ChemNLP	pubchem	44500
AI	TextClass	arXiv_categories	svc_model_text_title_abstract	ACC	0.9082	ChemNLP	arXiv	100994
AI	MLFF	alignn_ff_db_energy	alignnff_pretrained_wt0.1	MAE	0.0342	JARVIS	alignn_ff_db	307111
AI	SinglePropertyPrediction	vacancydb_oxides_ef	alignnff_pretrained_wt0.1	MAE	0.6091	JARVIS	vacancydb_oxides	65
AI	SinglePropertyPrediction	vacancydb_2D_ef	alignnff_pretrained_wt0.1	MAE	1.0018	JARVIS	vacancydb_2D	72
AI	SinglePropertyPrediction	vacancydb_ef	alignnff_pretrained_wt0.1	MAE	0.8739	JARVIS	vacancydb	530
AI	SinglePropertyPrediction	vacancydb_elements_ef	alignnff_pretrained_wt0.1	MAE	1.1992	JARVIS	vacancydb_elements	74
AI	AtomGen	dft_3d_Tc_supercon	cdvae_model	RMSE	0.3557	CDVAE	dft_3d	1056
AI	AtomGen	carbon24_energy_per_atom	cdvae_model	RMSE	0.3581	CDVAE	carbon24	10153
AI	TextGen	arxiv_gen_text	ChatGPT_May23	ROUGE	0.3006	ChatGPT	arxiv_gen	490
AI	TextClass	mmlu_test_quiz	google_t5_xl	ACC	0.4887	ChemNLP	mmlu_test	14042
AI	ImageClass	stem_2d_image_bravais_class	densenet_model	ACC	0.8304	JARVIS	stem_2d_image	9150
AI	SinglePropertyPrediction	ocp_all_relaxed_energy	alignn_model	MAE	0.5989	ALIGNN	ocp_all	510214
AI	MLFF	alignn_ff_db_forces	m3gnet_pretrained	MULTIMAE	0.08448789649784973	M3GNET	alignn_ff_db	307111
AI	SinglePropertyClass	dft_3d_p_Seebeck	matminer_xgboost	ACC	0.9332	UofT	dft_3d	23210
AI	SinglePropertyPrediction	snumat_Band_gap_HSE	alignn_model	MAE	0.3765	ALIGNN	snumat	10386
AI	SinglePropertyPrediction	hmof_lcd	matminer_xgboost	MAE	0.4585	UofT	hmof	137651
AI	SinglePropertyClass	dft_3d_optb88vdw_bandgap	matminer_xgboost	ACC	0.9361	UofT	dft_3d	55713
AI	SinglePropertyPrediction	hmof_pld	matminer_xgboost	MAE	0.5728	UofT	hmof	137651
AI	SinglePropertyPrediction	qmof_bandgap	alignn_model	MAE	0.2019	ALIGNN	qmof	20424
AI	SinglePropertyClass	dft_3d_n_powerfact	matminer_xgboost	ACC	0.8186	UofT	dft_3d	23210
AI	SinglePropertyClass	dft_3d_magmom_oszicar	matminer_xgboost	ACC	0.9489	UofT	dft_3d	52210
AI	SinglePropertyPrediction	hmof_surface_area_m2g	alignn_model	MAE	91.1502	ALIGNN	hmof	137651
AI	SinglePropertyClass	dft_3d_slme	matminer_rf	ACC	0.8422	UofT	dft_3d	9062
AI	SinglePropertyPrediction	hmof_min_co2_adsp	alignn_model	MAE	0.0383	ALIGNN	hmof	137651
AI	SinglePropertyPrediction	hmof_surface_area_m2cm3	matminer_xgboost	MAE	83.3575	UofT	hmof	137651
AI	SinglePropertyPrediction	hmof_void_fraction	alignn_model	MAE	0.0174	ALIGNN	hmof	137651
AI	SinglePropertyPrediction	hmof_max_co2_adsp	matminer_xgboost	MAE	0.4622	UofT	hmof	137651
AI	SinglePropertyClass	dft_3d_mbj_bandgap	matminer_xgboost	ACC	0.9399	UofT	dft_3d	18167
AI	SinglePropertyClass	dft_3d_spillage	matminer_xgboost	ACC	0.8364	UofT	dft_3d	11375
AI	SinglePropertyPrediction	megnet_e_form	alignn_model	MAE	0.0221	ALIGNN	megnet	69239
AI	SinglePropertyPrediction	megnet_gappbe	alignn_model	MAE	0.218	ALIGNN	megnet	69239
AI	SinglePropertyPrediction	ocp100k_relaxed_energy	alignn_model	MAE	0.6289	ALIGNN	ocp100k	149886
AI	Spectra	edos_pdos_ph_dos	alignn_model	MULTIMAE	0.05772635693310998	ALIGNN	edos_pdos	14243
AI	SinglePropertyPrediction	halide_peroskites_HSE_gap	alignn_model	MAE	0.1615	ALIGNN	halide_peroskites	229
AI	SinglePropertyPrediction	tinnet_OH_ead	alignn_model	MAE	0.0882	ALIGNN	tinnet_OH	746
AI	SinglePropertyPrediction	AGRA_OH_ead	alignn_model	MAE	0.0762	ALIGNN	AGRA_OH	875
AI	SinglePropertyPrediction	ocp10k_relaxed_energy	alignn_model	MAE	0.7623	ALIGNN	ocp10k	59886
AI	SinglePropertyPrediction	qm9_std_jctc_U0	alignn_model	MAE	0.0146	ALIGNN	qm9_std_jctc	130829
AI	SinglePropertyPrediction	AGRA_CO_ead	alignn_model	MAE	0.1349	ALIGNN	AGRA_CO	193
AI	SinglePropertyPrediction	qm9_std_jctc_alpha	alignn_model	MAE	0.0557	ALIGNN	qm9_std_jctc	130829
AI	SinglePropertyPrediction	halide_peroskites_PBE_gap	alignn_model	MAE	0.1223	ALIGNN	halide_peroskites	229
AI	SinglePropertyPrediction	halide_peroskites_HSE_decomp_energy	alignn_model	MAE	0.0512	ALIGNN	halide_peroskites	229
AI	SinglePropertyPrediction	qm9_std_jctc_HOMO	alignn_model	MAE	0.0187	ALIGNN	qm9_std_jctc	130829
AI	SinglePropertyPrediction	AGRA_COOH_ead	alignn_model	MAE	0.0485	ALIGNN	AGRA_COOH	280
AI	SinglePropertyPrediction	qm9_std_jctc_gap	alignn_model	MAE	0.0345	ALIGNN	qm9_std_jctc	130829
AI	SinglePropertyPrediction	AGRA_CHO_ead	alignn_model	MAE	0.1062	ALIGNN	AGRA_CHO	214
AI	SinglePropertyPrediction	halide_peroskites_PBE_decomp_energy	alignn_model	MAE	0.0477	ALIGNN	halide_peroskites	229
AI	SinglePropertyPrediction	qm9_std_jctc_H	alignn_model	MAE	0.014	ALIGNN	qm9_std_jctc	130829
AI	SinglePropertyPrediction	qm9_std_jctc_U	alignn_model	MAE	0.0138	ALIGNN	qm9_std_jctc	130829
AI	SinglePropertyPrediction	qm9_std_jctc_R2	alignn_model	MAE	0.6523	ALIGNN	qm9_std_jctc	130829
AI	SinglePropertyPrediction	qm9_std_jctc_Cv	alignn_model	MAE	0.0239	ALIGNN	qm9_std_jctc	130829
AI	SinglePropertyPrediction	qm9_std_jctc_LUMO	alignn_model	MAE	0.0175	ALIGNN	qm9_std_jctc	130829
AI	SinglePropertyPrediction	qm9_std_jctc_G	alignn_model	MAE	0.0133	ALIGNN	qm9_std_jctc	130829
AI	SinglePropertyPrediction	tinnet_O_ead	alignn_model	MAE	0.3694	ALIGNN	tinnet_O	745
AI	SinglePropertyPrediction	AGRA_O_ead	alignn_model	MAE	0.1134	ALIGNN	AGRA_O	1000
AI	SinglePropertyPrediction	qm9_std_jctc_mu	alignn_model	MAE	0.0248	ALIGNN	qm9_std_jctc	130829
AI	SinglePropertyPrediction	qm9_std_jctc_ZPVE	alignn_model	MAE	0.0019	ALIGNN	qm9_std_jctc	130829
AI	SinglePropertyPrediction	tinnet_N_ead	alignn_model	MAE	0.0871	ALIGNN	tinnet_N	327
AI	SinglePropertyPrediction	halide_peroskites_Ref_ind	alignn_model	MAE	0.0233	ALIGNN	halide_peroskites	229
AI	SinglePropertyPrediction	vacancydb_oxides_train_test_ef	crystal_feature_model	MAE	0.7	Crystal_Features	vacancydb_oxides_train_test	30