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@IdePHICS

IdePHICS Lab

IdePHIcs lab. is the “Information, Learning and Physics” laboratory, situated in the Physics & Engineering departments in EPFL, Switzerland

Popular repositories Loading

  1. FundamentalLearningEPFL FundamentalLearningEPFL Public

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

    Jupyter Notebook 8 15

  2. DiffSamp DiffSamp Public

    Repository for "Sampling with flows, diffusion and autoregressive neural networks: A spin-glass perspective"

    Jupyter Notebook 6 1

  3. EPFLDoctoralLecture2023 EPFLDoctoralLecture2023 Public

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

    HTML 4 1

  4. GCMProject GCMProject Public

    Repo for G3M project

    Jupyter Notebook 3 3

  5. GaussMixtureProject GaussMixtureProject Public template

    Repository of the "Learning Gaussian Mixtures with Generalised Linear Models: Precise Asymptotics in High-dimensions" Neurips submission

    Jupyter Notebook 2 2

  6. RandomLabelsUniversality RandomLabelsUniversality Public

    Jupyter Notebook 2 1

Repositories

Showing 10 of 16 repositories
  • Repetita-Iuvant Public

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

    IdePHICS/Repetita-Iuvant’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Jul 22, 2024
  • 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]

    IdePHICS/batch-size-time-complexity-tradeoffs’s past year of commit activity
    Mathematica 0 1 0 0 Updated May 31, 2024
  • Adversarial-Setting Public
    IdePHICS/Adversarial-Setting’s past year of commit activity
    Jupyter Notebook 0 1 0 0 Updated Feb 8, 2024
  • benefit-reusing-batch Public
    IdePHICS/benefit-reusing-batch’s past year of commit activity
    Jupyter Notebook 0 1 0 0 Updated Feb 6, 2024
  • FundamentalLearningEPFL Public

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

    IdePHICS/FundamentalLearningEPFL’s past year of commit activity
    Jupyter Notebook 8 15 0 0 Updated Jan 3, 2024
  • RobustRegression Public
    IdePHICS/RobustRegression’s past year of commit activity
    Jupyter Notebook 0 MIT 1 0 0 Updated Sep 29, 2023
  • EPFLDoctoralLecture2023 Public

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

    IdePHICS/EPFLDoctoralLecture2023’s past year of commit activity
    HTML 4 1 0 0 Updated Sep 27, 2023
  • DiffSamp Public

    Repository for "Sampling with flows, diffusion and autoregressive neural networks: A spin-glass perspective"

    IdePHICS/DiffSamp’s past year of commit activity
    Jupyter Notebook 6 1 0 0 Updated Aug 24, 2023
  • DimensionlessDynamicsSGD Public
    IdePHICS/DimensionlessDynamicsSGD’s past year of commit activity
    Python 2 1 0 0 Updated Jun 6, 2023
  • EscapingMediocrity Public

    Study of the sample complexity for two-layer neural networks to learn a single-index target function under SGD.

    IdePHICS/EscapingMediocrity’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Jun 6, 2023
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