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Seminar by I. Ya. Aref'eva "Perspective directions in quantum field theory and superstrings"
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Learning Theory as Physics S. V. Kozyrev Steklov Mathematical Institute of Russian Academy of Sciences, Moscow |
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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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