symmetry-reduction

This paper establishes a mathematically rigorous connection between shock-wave theory and symmetry-quotiented learning dynamics of stochastic gradient descent, showing that after symmetry reduction and coarse-graining, the dynamics satisfy viscous Hamilton-Jacobi and Burgers-type equations with shock formation times controlled by loss curvature.