Share your thoughts, 1 month free Claude Pro on usSee more

Material Property Prediction

Benchmarks

Dataset Name	SOTA Method	Metric
Material properties dataset Formation energy, Band gap, Fermi energy	MT-CGCNN	MAE0.166	8	1mo ago
Matminer Piezoelectric Modulus 5-split average	MoMa	MAE0.173	7	1mo ago
Matminer Poly Total 5-split average	MoMa	MAE4.86	7	1mo ago
Matminer Poly Electronic 5-split average	MoMa	MAE2.09	7	1mo ago
Matminer Poisson Ratio 5-split average	MoMa	MAE0.0204	7	1mo ago
Matminer Dielectric Constant 5-split average	MoMa	MAE0.158	7	1mo ago
Matminer Electronic Dielectric Constant 5-split average	MoMa	MAE0.0885	7	1mo ago
Matminer Elastic Anisotropy 5-split average	JMP-FT	MAE2.42	7	1mo ago
Matminer Refractive Index 5-split average	MoMa	MAE0.0523	7	1mo ago
Matminer 3D Band Gap (eV) 5-split average	MoMa	MAE (eV)0.2	7	1mo ago
Matminer 3D Poly Electronic 5-split average	MoMa	MAE23	7	1mo ago
Matminer 2D Band Gap (eV) (5-split average)	MoMa	MAE (eV)0.375	7	1mo ago
Matminer Exfoliation Energy 5-split average	JMP-FT	MAE35.4	7	1mo ago
Matminer 2D Formation Energy (eV/atom) (5-split average)	MoMa	MAE (eV/atom)0.0495	7	1mo ago
Matminer 2D Dielectric Constant 5-split average	MoMa	MAE1.89	7	1mo ago
Matminer Formation Enthalpy (eV/atom) (5-split average)	MoMa	MAE (eV/atom)0.0839	7	1mo ago
Matminer Experimental Band Gap (eV) 5-split average	MoMa	MAE0.305	7	1mo ago
HEA Materials	UMA-S-1.2	Energy per Atom17.2	5	1mo ago
WBM Materials	eqV2-OMat	Energy per Atom14.9	5	1mo ago
Materials Project (test)	CFT	Total Energy MAE (eV/atom)0.197	5	1mo ago
PixieVerse	SLAT-Phys	Preprocessing Time0.138	3	24d ago
Silicon diamond structure	Optimal SW potential (information-matching)	Lattice Constant (A)5.4307	3	1mo ago

Showing 22 of 22 rows