From Approximation to Emergence

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From Approximation to Emergence: A Theory of Deep Learning

A new arXiv monograph proposes a unified theoretical framework for deep learning, positioning emergence—not just approximation—as the central organizing principle of modern AI theory.

Spin 75% Claim Present in Source AI Risk High

arXiv Machine Learning

Published Jul 3, 2026 · Analyzed Jul 6, 2026

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01 From Approximation to Emergence develops a unified, proof-oriented account of modern deep learning theory.

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