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generalization

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Stories

  • On Information Theoretic Bounds for SGD

    Few days ago we had a talk by Gergely Neu, who presented his recent work:Gergely Neu Information-Theoretic Generalization Bounds for Stochastic Gradient DescentI'm writing this post mostly to annoy him, by presenting this work using super hand-wavy intuitions and cartoon figures. If this isn&

    inFERENCe8 min read
  • Notes on the Origin of Implicit Regularization in SGD

    I wanted to highlight an intriguing paper I presented at a journal club recently:Samuel L Smith, Benoit Dherin, David Barrett, Soham De (2021) On the Origin of Implicit Regularization in Stochastic Gradient DescentThere's actually a related paper that came out simultaneously, studying full-batch…

    inFERENCe7 min read

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