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cs.LG2020
Notes on Deep Learning Theory
Eugene A. Golikov
These are the notes for the lectures that I was giving during Fall 2020 at the Moscow Institute of Physics and Technology (MIPT) and at the Yandex School of Data Analysis (YSDA). T…
cs.LG2020
Dynamically Stable Infinite-Width Limits of Neural Classifiers
Eugene A. Golikov
Recent research has been focused on two different approaches to studying neural networks training in the limit of infinite width (1) a mean-field (MF) and (2) a constant neural tan…
stat.ML2020
Towards a General Theory of Infinite-Width Limits of Neural Classifiers
Eugene A. Golikov
Obtaining theoretical guarantees for neural networks training appears to be a hard problem in a general case. Recent research has been focused on studying this problem in the limit…