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Ziheng Lu

2 accepted papers

2025

Learning 3D Anisotropic Noise Distributions Improves Molecular Force Fields

NeurIPS 2025poster

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

Cited by 0SourcecodeScholar
2024

BatteryML: An Open-source Platform for Machine Learning on Battery Degradation

ICLR 2024spotlight

Battery degradation remains a pivotal concern in the energy storage domain, with machine learning emerging as a potent tool to drive forward insights and solutions. However, this intersection of electrochemical science and machine learning poses complex challenges. Machine learning experts often gra…