Repositories list

• Champery2026

  Public
  Workshop on Physics and Machine Learning Theory in the Alps

  HTML

  •0•0•0•0•Updated Feb 13, 2026Feb 13, 2026

• FundamentalLearningEPFL

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

  Jupyter Notebook

  •32•14•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•0•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•9•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