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    24 repositories

    • consistent-adversarial

      Public
      0•0•0•0•Updated May 28, 2026May 28, 2026

    • Neural-LoFi-Theory

      Public
      Python
      •
      MIT License
      •0•6•0•0•Updated May 8, 2026May 8, 2026

    • adversarial-geometry

      Public
      MIT License
      •0•0•0•0•Updated Apr 8, 2026Apr 8, 2026

    • Champery2026

      Public
      Workshop on Physics and Machine Learning Theory in the Alps
      HTML
      •0•0•0•0•Updated Feb 16, 2026Feb 16, 2026

    • FundamentalLearningEPFL

      Public
      GitHub repository for the course EE411: Fundamental of Inference and Learning
      Jupyter Notebook
      •30•13•0•1•Updated Dec 16, 2025Dec 16, 2025

    • NeuralSpreadingInference

      Public
      Repository contaning the notebooks and codes to reproduce the results presented in the paper: "Inference in Spreading Processes with Neural-Network Priors"
      Jupyter Notebook
      •0•1•0•0•Updated Aug 29, 2025Aug 29, 2025

    • Repetita-Iuvant

      Public
      Repository for the paper: "Repetita Iuvant: Data Repetition Allows SGD to Learn High-Dimensional Multi-Index Functions". https://arxiv.org/pdf/2405.15459.
      Jupyter Notebook
      •0•1•0•0•Updated Aug 27, 2025Aug 27, 2025

    • Sequence-Single-Index

      Public
      Jupyter Notebook
      •0•0•0•0•Updated May 30, 2025May 30, 2025

    • Adversarial-Setting

      Public
      Jupyter Notebook
      •1•0•0•0•Updated Mar 7, 2025Mar 7, 2025

    • ComputationalDepth

      Public
      This repository contains the code for the paper "The Computational Advantage of Depth: Learning High-Dimensional Hierarchical Functions with Gradient Descent"
      Python
      •1•0•0•0•Updated Feb 20, 2025Feb 20, 2025

    • 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 Jan 20, 2025Jan 20, 2025

    • PHYS338-EPFL

      Public
      Physique Statistique, EPFL, PHYS 338
      Jupyter Notebook
      •0•0•0•0•Updated Sep 17, 2024Sep 17, 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•1•0•0•Updated May 31, 2024May 31, 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
      •2•11•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

    • GCMProject

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