Conservation laws determine what physical learning remembers
The episode discusses a paper titled "Conservation laws determine what physical learning remembers." Hosts examine how physical rules like Equilibrium Propagation (EP), Coupled Learning (CL), and Adjoint Coupled Learning (AL) affect AI training memory. The discussion concludes that the conservation structure of learning rules dictates stability and inductive bias, with initial conditions having a permanent imprint on nonlinear systems.