Prediction Is Not Physics: Learning and Evaluating Conserved Quantities in Neural Simulators

Andrew Bukowski, Aditya Kothari, Simba Shi +1

A diffusion model trained on Hamiltonian trajectories can achieve rollout MSE near $10^{-3}$, but the standard deviation of its energy over time is between 7500 and 36000 times lar…