Skip to content

@SPOC-group SPOC lab

All

    Repositories list

    46 repositories

    • Clustering-and-percolation-in-ecological-communities-A-dynamical-theory

      Public
      Repository containing the data and the code to reproduce the findings in the paper "Clustering and percolation in ecological communities: A dynamical theory"
      Jupyter Notebook
      •0•0•0•0•Updated Aug 24, 2026Aug 24, 2026

    • WidthQuadraticNetworks

      Public
      Repository for the paper "How Width and Data Shape Generalization Scaling Laws in Quadratic Neural Networks"
      Jupyter Notebook
      •0•0•0•0•Updated Jun 25, 2026Jun 25, 2026

    • history-passing

      Public
      Jupyter Notebook
      •0•1•0•0•Updated May 13, 2026May 13, 2026

    • RAF

      Public
      Python
      •0•0•0•0•Updated Mar 26, 2026Mar 26, 2026

    • advantage_nonlinearity

      Public
      Repository for the paper "A solvable high-dimensional model where nonlinear autoencoders learn structure invisible to PCA while test loss misaligns with general…
      Python
      •0•0•0•0•Updated Feb 5, 2026Feb 5, 2026

    • ExtensiveAttention

      Public
      Repository for the paper "Inductive Bias and Spectral Properties of Single-Head Attention in High Dimensions"
      Python
      •0•1•0•0•Updated Feb 2, 2026Feb 2, 2026

    • ConformalAmp.jl

      Public
      Code for the paper "Building Conformal Prediction Intervals with Approximate Message Passing"
      Julia
      •0•0•0•0•Updated Jan 22, 2026Jan 22, 2026

    • phys-231-exercises

      Public
      Jupyter Notebook
      •0•0•0•0•Updated Jan 5, 2026Jan 5, 2026

    • phys-467-exercises

      Public
      Collection of exercises of the Machine learning for physicists course
      Jupyter Notebook
      •0•1•0•0•Updated Dec 11, 2025Dec 11, 2025

    • counting-attention

      Public
      Jupyter Notebook
      •3•5•0•0•Updated Nov 25, 2025Nov 25, 2025

    • QuadraticNetPowerlaw

      Public
      Repository for the paper "Scaling Laws and Spectra of Shallow Neural Networks in the Feature Learning Regime"
      Jupyter Notebook
      •1•3•0•0•Updated Sep 26, 2025Sep 26, 2025

    • uncertainty-research

      Public
      Description and links to research on uncertainty quantification done in the SPOC group
      Jupyter Notebook
      •0•0•0•0•Updated Aug 26, 2025Aug 26, 2025

    • maximum-avg-subtensors

      Public
      Jupyter Notebook
      •0•0•0•0•Updated Jun 18, 2025Jun 18, 2025

    • dataset-distillation-memorization

      Public
      Jupyter Notebook
      •0•1•0•0•Updated Jun 17, 2025Jun 17, 2025

    • quenches-sk

      Public
      Jupyter Notebook
      •1•1•0•0•Updated Jun 13, 2025Jun 13, 2025

    • Maximum-Average-Submatrix

      Public
      Code for the RS and 1-RSB solution of the maximum-average submatrix problem
      Jupyter Notebook
      •1•1•0•0•Updated Jun 13, 2025Jun 13, 2025

    • ExtensiveRankAttention

      Public
      Code repository for "Bayes optimal learning of attention-indexed models"
      Jupyter Notebook
      •0•0•0•0•Updated Jun 2, 2025Jun 2, 2025

    • OverparametrisedNet

      Public
      Code repository for the paper "The Nuclear Route: Sharp Asymptotics of ERM in Overparameterized Quadratic Networks"
      Jupyter Notebook
      •1•0•0•0•Updated May 23, 2025May 23, 2025

    • RBM_asymptotics

      Public
      Jupyter Notebook
      •1•1•0•0•Updated May 22, 2025May 22, 2025

    • SequenceIndexModels

      Public
      Code repository for the "Fundamental limits of learning in sequence multi-index models and deep attention networks: High-dimensional asymptotics and sharp thres…
      Jupyter Notebook
      •1•0•0•0•Updated Jan 31, 2025Jan 31, 2025

    • Diffusion_GMM

      Public
      Repo for the paper : Analysis of Learning a Flow-based Generative Model from Limited Sample Complexity
      Jupyter Notebook
      •0•2•0•0•Updated Jan 20, 2025Jan 20, 2025

    • BootstrapAsymptotics

      Public
      Code for the paper "Analysis of Bootstrap and Subsampling in High-dimensional Regularized Regression"
      Jupyter Notebook
      •0•0•0•0•Updated Jan 5, 2025Jan 5, 2025

    • k-xorsat-bdcm

      Public
      Python
      •0•1•0•0•Updated Dec 19, 2024Dec 19, 2024

    • StochasticBlockModelVariants.jl

      Public
      Simulation and inference for contextual and neural SBMs
      graphsjuliasbm
      graphsjuliasbmstochastic-block-modelbelief-propagationapproximate-message-passing
      Julia
      •
      MIT License
      •0•0•0•2•Updated Nov 18, 2024Nov 18, 2024

    • bilinear-sequence-regression

      Public
      Code for the paper "Bilinear Sequence Regression: Model for Learning from Long Sequences of High-dimensional Tokens"
      Jupyter Notebook
      •3•8•1•0•Updated Oct 31, 2024Oct 31, 2024

    • bpepi

      Public
      Belief Propagation EPidemic Inference [bpepi]
      Python
      •
      Apache License 2.0
      •0•0•2•0•Updated Aug 20, 2024Aug 20, 2024

    • ExtensiveWidthQuadraticSamples

      Public
      Code repository for the paper "Bayes-optimal learning of an extensive-width neural network from quadratically many samples"
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •2•2•0•0•Updated Aug 7, 2024Aug 7, 2024

    • fixed_points_graph_CA

      Public
      Jupyter Notebook
      •
      MIT License
      •1•1•0•0•Updated Jun 13, 2024Jun 13, 2024

    • numerics_integer_traffic_assignment

      Public
      0•0•0•0•Updated Jun 12, 2024Jun 12, 2024

    • OneStepGD_asymptotics

      Public
      code for Asymptotics of feature learning in two-layer networks after one gradient-step
      Jupyter Notebook
      •1•1•0•0•Updated May 27, 2024May 27, 2024
    ProTip! When viewing an organization's repositories, you can use the props. filter to filter by custom property.