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by quantum_mcts 1227 days ago
"The Principles of Deep Learning" paper https://arxiv.org/abs/2106.10165 has a rather rigorous (based on Quantum Field Theory (QFT) mathematical apparatus) analysis of modern deep learning with the similar insight. They suggest that the learning happens in the critical regimes. And use running couplings, renormalization group and other fancy OFT math to derive some insights in the DL field. Here's a HN thread, by the way, https://news.ycombinator.com/item?id=31051540.