ResearchBenchmarksMolecular Property Prediction on QM9SFollow0.0069Dipole Moment MAE (D/Å)EnviroDetaNet0.0040160.0234830.042950.062417Mar 24, 2026Evaluation ResultsMethodMethodLinksDipole Moment MAE (D/Å)Polarizability MAE (a0^3)RMSESTDEnviroDetaNet2026.030.00690.0657——DetaNet2026.030.00870.1374——PaiNN2026.030.01020.1536——NequIP2026.030.01240.1925——MLANet2026.030.01880.1745——DimeNet++2026.030.0246———SchNet2026.030.079———GATE2025.06——1.04950.0256GEAR2025.06——1.00160.0073MTL2025.06——1.16770.1068STL2025.06——1.28280.0724