Mean-field perturbation theory of dropout at the edge of chaos yields distinct universality classes for smooth versus kinked activations, critical scaling laws for correlation decay, and front-loaded dropout schedules that reduce test loss.
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Dropout Universality: Scaling Laws and Optimal Scheduling at the Edge-of-Chaos
Mean-field perturbation theory of dropout at the edge of chaos yields distinct universality classes for smooth versus kinked activations, critical scaling laws for correlation decay, and front-loaded dropout schedules that reduce test loss.