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

Chih-Ting Liao, Xin Cao

A linear probe that recovers a conserved quantity from a learned dynamics model's activations is routinely read as evidence that the model uses that quantity. We show this inferenc…