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cs.LG2026
ProtocolMatch: Protocol-Dependent Model Selection for Scientific Dynamics Forecasting
Lu Wei, Yufeng Wang, Haibin Ling
Scientific dynamics forecasting is often framed as an architecture choice, although deployment is also determined by observed history, rollout feedback, compute budget, physical ob…
cs.LG2026
Conservation Buys Stability and Factoring Buys Counterfactuals in Physical World Models
Yufeng Wang, Parivesh Priye, Lu Wei +1
A learned simulator can reproduce its training conditions accurately yet fail in two distinct ways once those conditions change. Over long rollouts, small errors accumulate until t…