From Evaluation to Design: Using Potential Energy Surface Smoothness Metrics to Guide Machine Learning Interatomic Potential Architectures
Beyond regression: How the Bond Smoothness Characterization Test (BSCT) ensures physical reliability in MLIPs for stable, long-scale molecular simulations.