Learning 3DAnisotropic Noise Distributions Improves Molecular Force Field Modeling

Coordinate denoising has emerged as a promising method for 3D molecular pretraining due to its theoretical connection to learning a molecular force field. However, existing denoising methods rely on oversimplified molecular dynamics that assume atomic motions to be isotropic and homoscedastic.