arxivcs.LGstat.ML2026-07-01
From Approximation to Emergence: A Theory of Deep Learning
Deep learning has outgrown any single mathematical explanation. From Approximation to Emergence develops a unified, proof-oriented account of modern deep learning theory, tracing a path from the classical foundations of approximation, optimization, and generalization to the conte…