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cs.AI2026
When Does AI for PDEs Yield Scientific Evidence?
Wenshuo Wang
Existing AI-for-PDE benchmarks primarily assess models in terms of predictive or approximation accuracy. In physics research, however, AI outputs often serve as evidence for scient…
cs.AI2026
System-Anchored Knee Estimation for Low-Cost Context Window Selection in PDE Forecasting
Wenshuo Wang, Fan Zhang
Autoregressive neural PDE simulators predict the evolution of physical fields one step at a time from a finite history, but low-cost context-window selection for such simulators re…