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    17 repositories

    • FundamentalLearningEPFL

      Public
      GitHub repository for the course EE411: Fundamental of Inference and Learning
      Jupyter Notebook
      •24•10•0•0•Updated Dec 9, 2024Dec 9, 2024

    • PHYS338-EPFL

      Public
      Physique Statistique, EPFL, PHYS 338
      Jupyter Notebook
      •0•0•0•0•Updated Sep 17, 2024Sep 17, 2024

    • Repetita-Iuvant

      Public
      Repository for the paper: "Repetita Iuvant: Data Repetition Allows SGD to Learn High-Dimensional Multi-Index Functions".
      Jupyter Notebook
      •0•0•0•0•Updated Jul 22, 2024Jul 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]
      Mathematica
      •1•0•0•0•Updated May 31, 2024May 31, 2024

    • Adversarial-Setting

      Public
      Jupyter Notebook
      •1•0•0•0•Updated Feb 8, 2024Feb 8, 2024

    • benefit-reusing-batch

      Public
      Jupyter Notebook
      •1•2•0•0•Updated Feb 6, 2024Feb 6, 2024

    • RobustRegression

      Public
      Jupyter Notebook
      •
      MIT License
      •1•0•0•0•Updated Sep 29, 2023Sep 29, 2023

    • EPFLDoctoralLecture2023

      Public
      Website for the EPFL course PHYS-642: Statistical Physics for Optimization and Learning
      HTML
      •1•5•0•0•Updated Sep 27, 2023Sep 27, 2023

    • DiffSamp

      Public
      Repository for "Sampling with flows, diffusion and autoregressive neural networks: A spin-glass perspective"
      Jupyter Notebook
      •1•9•0•0•Updated Aug 24, 2023Aug 24, 2023

    • DimensionlessDynamicsSGD

      Public
      Python
      •1•2•0•0•Updated Jun 6, 2023Jun 6, 2023

    • EscapingMediocrity

      Public
      Study of the sample complexity for two-layer neural networks to learn a single-index target function under SGD.
      Jupyter Notebook
      •0•0•0•0•Updated Jun 6, 2023Jun 6, 2023

    • BPEpI-results

      Public
      Repository for the paper "Bayes-optimal inference for spreading processes on random networks"
      Jupyter Notebook
      •0•0•0•0•Updated Mar 29, 2023Mar 29, 2023

    • Kernel_class_g3m

      Public
      Code for the paper: Error rates for kernel classification under source and capacity conditions
      Python
      •1•0•0•0•Updated Jun 21, 2022Jun 21, 2022

    • RandomLabelsUniversality

      Public
      Jupyter Notebook
      •1•2•0•0•Updated May 31, 2022May 31, 2022

    • GaussMixtureProject

      Public template
      Repository of the "Learning Gaussian Mixtures with Generalised Linear Models: Precise Asymptotics in High-dimensions" Neurips submission
      Jupyter Notebook
      •2•2•0•0•Updated Dec 30, 2021Dec 30, 2021

    • KernelRidgeCrossover

      Public
      Repo for Generalization error rates in kernel regression : the crossover from the noiseless to the noisy regime (https://arxiv.org/abs/2105.15004)
      Python
      •0•0•0•0•Updated Oct 29, 2021Oct 29, 2021

    • GCMProject

      Public
      Repo for G3M project
      Jupyter Notebook
      •3•3•0•0•Updated Oct 25, 2021Oct 25, 2021