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Chih-Ting Liao

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Preprint Jul 2026

The Objective Decides: When a Learned Dynamics Model Uses a Conserved Quantity

It is argued that causal deployment, not decodability, is what interpretability should measure when the question is whether a model uses a piece of knowledge, and a cheap instrument for measuring it is given.

Chih-Ting Liao, Xinzhuo Cao · 0 citations