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The Limiting Dynamics of SGD: Modified Loss, Phase-Space Oscillations, and Anomalous Diffusion.

, , , , , , and . Neural Comput., 36 (1): 151-174 (January 2024)

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Neural Mechanics: Symmetry and Broken Conservation Laws in Deep Learning Dynamics., , , , and . ICLR, OpenReview.net, (2021)Two Routes to Scalable Credit Assignment without Weight Symmetry., , , , , and . ICML, volume 119 of Proceedings of Machine Learning Research, page 5511-5521. PMLR, (2020)Rethinking the limiting dynamics of SGD: modified loss, phase space oscillations, and anomalous diffusion., , , , , , and . CoRR, (2021)Neural Mechanics: Symmetry and Broken Conservation Laws in Deep Learning Dynamics., , , , and . CoRR, (2020)Recurrent Connections in the Primate Ventral Visual Stream Mediate a Trade-Off Between Task Performance and Network Size During Core Object Recognition., , , , , , , , and . Neural Comput., 34 (8): 1652-1675 (2022)The Limiting Dynamics of SGD: Modified Loss, Phase-Space Oscillations, and Anomalous Diffusion., , , , , , and . Neural Comput., 36 (1): 151-174 (January 2024)A Parallel Genetic Algorithm for Pattern Recognition in Mixed Databases., and . MCPR, volume 10267 of Lecture Notes in Computer Science, page 13-21. Springer, (2017)Two Routes to Scalable Credit Assignment without Weight Symmetry, , , , , and . (2020)cite arxiv:2003.01513Comment: 19 pages including supplementary information, 10 figures.