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  1. IdePHICS/EPFLDoctoralLecture2023 IdePHICS/EPFLDoctoralLecture2023 Public

    Website for the EPFL course PHYS-642: Statistical Physics for Optimization and Learning

    HTML 4 1

  2. IdePHICS/FundamentalLearningEPFL IdePHICS/FundamentalLearningEPFL Public

    GitHub repository for the course EE411: Fundamental of Inference and Learning

    Jupyter Notebook 10 24

  3. IdePHICS/Repetita-Iuvant IdePHICS/Repetita-Iuvant Public

    Repository for the paper: "Repetita Iuvant: Data Repetition Allows SGD to Learn High-Dimensional Multi-Index Functions".

    Jupyter Notebook

  4. IdePHICS/batch-size-time-complexity-tradeoffs IdePHICS/batch-size-time-complexity-tradeoffs Public

    Repository for the paper "Online Learning and Information Exponents: On The Importance of Batch size, and Time/Complexity Tradeoffs" [arXiv:2406.02157]

    Mathematica 1

  5. GiantStep GiantStep Public

    Repository for the paper "How Two-Layer Neural Networks Learn, One (Giant) Step at a Time" [https://arxiv.org/abs/2305.18270].

    Jupyter Notebook 1

  6. GaussianMixtureUniversality GaussianMixtureUniversality Public

    Repository for the paper "Are Gaussian data all you need? Extents and limits of universality in high-dimensional generalized linear estimation" [https://arxiv.org/abs/2302.08923].

    Jupyter Notebook 1