Jeong, Jaepil

From Bayesian Inference to Neural Computation: The Analytical Emergence of Neural Network Structure from Probabilistic Relevance Estimation

2026 · Zenodo (CERN European Organization for Nuclear Research)

Abstract This paper demonstrates that the computational structure of a two-layer feedforward neural network with sigmoid activations is not merely an engineering artifact but emerges analytically from first-principles Bayesian inference over multiple relevance signals in …