Scott Hope

Alpha-Criticality: A Thermodynamic Framework for Neural Information Processing

2025

Neural networks exhibit a previously undiscovered thermodynamic phase transition at the critical boundary where the activation function parameter α = 0. Through rigorous empirical analysis and information-theoretic measurements, we demonstrate that this critical boundary separates …