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SPOC lab

Statistical Physics of Computation @ EPFL

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  1. positional-and-semantic-attention positional-and-semantic-attention Public

    Jupyter Notebook 8 5

  2. bilinear-sequence-regression bilinear-sequence-regression Public

    Code for the paper "Bilinear Sequence Regression: Model for Learning from Long Sequences of High-dimensional Tokens"

    Jupyter Notebook 8 3

  3. Rigorous-dynamical-mean-field-theory Rigorous-dynamical-mean-field-theory Public

    Code for "Rigorous dynamical mean field theory for stochastic gradient descent methods"

    Python 6

  4. counting-attention counting-attention Public

    Jupyter Notebook 5 3

  5. gibbs-sampler-neural-networks gibbs-sampler-neural-networks Public

    Gibbs sampler for neural network posteriors

    Jupyter Notebook 3 2

  6. QuadraticNetPowerlaw QuadraticNetPowerlaw Public

    Repository for the paper "Scaling Laws and Spectra of Shallow Neural Networks in the Feature Learning Regime"

    Jupyter Notebook 3 1

Repositories

Showing 10 of 47 repositories
  • SPOC-group/phys-231-exercises's past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Oct 5, 2026
  • phys-467-exercises Public

    Collection of exercises of the Machine learning for physicists course

    SPOC-group/phys-467-exercises's past year of commit activity
    Jupyter Notebook 1 0 0 0 Updated Oct 2, 2026
  • SPOC-group/mask-resampling's past year of commit activity
    Python 0 0 0 0 Updated Oct 2, 2026
  • 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"

    SPOC-group/Clustering-and-percolation-in-ecological-communities-A-dynamical-theory's past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Aug 24, 2026
  • WidthQuadraticNetworks Public

    Repository for the paper "How Width and Data Shape Generalization Scaling Laws in Quadratic Neural Networks"

    SPOC-group/WidthQuadraticNetworks's past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Jun 25, 2026
  • SPOC-group/history-passing's past year of commit activity
    Jupyter Notebook 1 0 0 0 Updated May 13, 2026
  • RAF Public
    SPOC-group/RAF's past year of commit activity
    Python 0 0 0 0 Updated Mar 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 generalization"

    SPOC-group/advantage_nonlinearity's past year of commit activity
    Python 0 0 0 0 Updated Feb 5, 2026
  • ExtensiveAttention Public

    Repository for the paper "Inductive Bias and Spectral Properties of Single-Head Attention in High Dimensions"

    SPOC-group/ExtensiveAttention's past year of commit activity
    Python 1 0 0 0 Updated Feb 2, 2026
  • ConformalAmp.jl Public

    Code for the paper "Building Conformal Prediction Intervals with Approximate Message Passing"

    SPOC-group/ConformalAmp.jl's past year of commit activity
    Julia 0 0 0 0 Updated Jan 22, 2026

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