Index

MLFF model

• Number of contributions: 303

Category	Sub-category	Benchmark	Method	Metric	Score	Team	Dataset	Size
AI	MLFF	mlearnall_Si_forces	mlearn_analysis_Si_eqV2_153M_omat	MULTIMAE	0.01233474765762899	JARVIS	mlearnall_Si	239
AI	MLFF	mlearnall_Si_stresses	mlearn_analysis_Si_orb-v2	MULTIMAE	0.8717744205819727	JARVIS	mlearnall_Si	239
AI	MLFF	mlearn_Ni_energy	snap_mlearn	MAE	1.6742	JARVIS	mlearn_Ni	294
AI	MLFF	mlearn_Cu_stresses	matgl_pretrained	MULTIMAE	29.08125948284852	Matgl	mlearn_Cu	293
AI	MLFF	mlearn_Ge_stresses	matgl_pretrained	MULTIMAE	9.843460590954754	Matgl	mlearn_Ge	253
AI	MLFF	mlearn_Cu_energy	matgl_mlearn	MAE	0.8696	Matgl	mlearn_Cu	293
AI	MLFF	mlearn_Ni_forces	snap_mlearn	MULTIMAE	0.06181732186425153	JARVIS	mlearn_Ni	294
AI	MLFF	mlearn_Cu_forces	matgl_mlearn	MULTIMAE	0.017749048098047573	Matgl	mlearn_Cu	293
AI	MLFF	mlearn_Mo_forces	alignn2_radius	MULTIMAE	0.1475070010949986	AtomGPTLab	mlearn_Mo	217
AI	MLFF	mlearn_Li_energy	snap_mlearn	MAE	0.1017	JARVIS	mlearn_Li	270
AI	MLFF	mlearn_Si_stresses	alignnff_mlearn_Si_2026	MULTIMAE	11.807643970667261	AtomGPTLab	mlearn_Si	239
AI	MLFF	mlearn_Si_forces	alignnff_mlearn_wt1	MULTIMAE	0.06942387617720659	JARVIS	mlearn_Si	239
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_Li_forces	snap_mlearn	MULTIMAE	0.02733803004038507	JARVIS	mlearn_Li	270
AI	MLFF	mlearn_Mo_energy	snap_mlearn	MAE	0.9078	JARVIS	mlearn_Mo	217
AI	MLFF	mlearn_Li_stresses	matgl_pretrained	MULTIMAE	4.565046531310405	Matgl	mlearn_Li	270
AI	MLFF	mlearn_Mo_stresses	alignnff_mlearn_all_wt1	MULTIMAE	44.869556923541296	JARVIS	mlearn_Mo	217
AI	MLFF	mlearn_Ge_energy	alignnff_mlearn_Ge_2026	MAE	0.652	AtomGPTLab	mlearn_Ge	253
AI	MLFF	mlearn_Ge_forces	alignnff_mlearn_Ge_2026	MULTIMAE	0.05991646173465817	AtomGPTLab	mlearn_Ge	253
AI	MLFF	mlearnall_Li_stresses	mlearn_analysis_Li_eqV2_31M_omat_mp_salex	MULTIMAE	0.1904206900846113	JARVIS	mlearnall_Li	270
AI	MLFF	mlearnall_Li_forces	mlearn_analysis_Li_eqV2_153M_omat	MULTIMAE	0.0042284903650996585	JARVIS	mlearnall_Li	270
AI	MLFF	mlearnall_Cu_forces	mlearn_analysis_Cu_eqV2_86M_omat_mp_salex	MULTIMAE	0.004833650102845855	JARVIS	mlearnall_Cu	293
AI	MLFF	mlearnall_Cu_stresses	mlearn_analysis_Cu_eqV2_31M_omat	MULTIMAE	0.7554832245122134	JARVIS	mlearnall_Cu	293
AI	MLFF	mlearnall_Ge_stresses	mlearn_analysis_Ge_orb-v2	MULTIMAE	0.6689165250433147	JARVIS	mlearnall_Ge	253
AI	MLFF	mlearnall_Ge_forces	mlearn_analysis_Ge_eqV2_31M_omat_mp_salex	MULTIMAE	0.028217515461183444	JARVIS	mlearnall_Ge	253
AI	MLFF	mlearnall_Mo_stresses	mlearn_analysis_Mo_eqV2_31M_omat_mp_salex	MULTIMAE	1.4664864395630208	JARVIS	mlearnall_Mo	217
AI	MLFF	mlearnall_Mo_forces	mlearn_analysis_Mo_eqV2_86M_omat_mp_salex	MULTIMAE	0.047623466375061894	JARVIS	mlearnall_Mo	217
AI	MLFF	mlearnall_Ni_forces	mlearn_analysis_Ni_eqV2_86M_omat_mp_salex	MULTIMAE	0.008671631296286566	JARVIS	mlearnall_Ni	294
AI	MLFF	mlearnall_Ni_stresses	mlearn_analysis_Ni_eqV2_31M_omat	MULTIMAE	1.101615214943961	JARVIS	mlearnall_Ni	294
AI	MLFF	alignn_ff_db_energy	alignnff_db_2026	MAE	0.0277	AtomGPTLab	alignn_ff_db	307111
AI	MLFF	alignn_ff_db_forces	m3gnet_pretrained	MULTIMAE	0.08448789649784973	M3GNET	alignn_ff_db	307111
AI	MLFF	matpes_forces	alignnff_matpes	MULTIMAE	0.16203718255865385	AtomGPTLab	matpes	434712
AI	MLFF	matpes_energy	alignnff_matpes	MAE	0.047	AtomGPTLab	matpes	434712
AI	MLFF	mptrj_energy	alignn2_radius	MAE	0.051	AtomGPTLab	mptrj	76485
AI	MLFF	mptrj_forces	alignn2_radius	MULTIMAE	0.11178462060217215	AtomGPTLab	mptrj	76485
AI	MLFF	matpes_stresses	alignn2_radius	MULTIMAE	17.485322176393822	AtomGPTLab	matpes	434712