The Relationship Between Stochastic Gradient Descent and Biased Random Organization

Despite different sources of randomness, Biased Random Organization (BRO) and Stochastic Gradient Descent (SGD) exhibit similar dynamics, converging to the same critical packing fraction and displaying consistent critical behavior, suggesting a potential unification under a common framework.