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cs.LG2026
The Perception-Physics Paradox: Probing Scientific Alignment with TC-Bench
Dingling Yao, Andrea Polesello, Adeel Pervez +2
While Vision Foundation Models (VFMs) excel at predictive tasks on satellite imagery, their performance can arise from visual correlations rather than underlying structural invaria…
cs.LG2026
Controlling Transient Amplification Improves Long-horizon Rollouts
Adeel Pervez, Francesco Locatello
Autoregressive neural simulators now match classical solvers on short-horizon prediction of physical systems, yet their accuracy degrades rapidly when rolled out over long horizons…