Born-Infeld (BI) for AI: Energy-Conserving Descent (ECD) for Optimization

Giuseppe Bruno De Luca, Eva Silverstein

Abstract: 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. ...