EVA-Flow: Learning Shared Chemistry for Unified Environment-Aware Molecular Conformation Generation

Molecular 3D structures underpin simulations of thermodynamics, kinetics, crystallization, and nucleation, making their accurate prediction central to drug discovery and materials design. However, molecular geometry can change dramatically across environments. Existing models either ignore environme