2022
Born-Infeld (BI) for AI: Energy-Conserving Descent (ECD) for Optimization
ICML 2022oral
We introduce a novel framework for optimization based on energy-conserving Hamiltonian dynamics in a strongly mixing (chaotic) regime and establish its key properties analytically and numerically. The prototype is a discretization of Born-Infeld dynamics, with a squared relativistic speed limit depe…