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Seminar by I. Ya. Aref'eva "Perspective directions in quantum field theory and superstrings"
July 7, 2025 16:00, Moscow, Steklov Mathematical Institute, Room 303 (8 Gubkina)
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Learning Theory as Physics (continuation)
S. V. Kozyrev |
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Abstract:
The following topics will be discussed:
Learning by the stochastic gradient Langevin dynamics (SGLD);
Grokking (delayed generalization) is discussed as Brownian motion;
The second law of thermodynamics and Eyring's formula of kinetics in learning;
Energetic (gradient descent) and entropic (generalization in grokking) mechanisms of chemical reaction in learning.
Language: English
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