Gradient-Informed Temporal Sampling Improves Rollout Accuracy in PDE Surrogate Training

Wenshuo Wang, Fan Zhang

Researchers train neural simulators on uniformly sampled numerical simulation data. But under the same budget, does systematically sampled data provide the most effective informati…