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@SPOC-group

SPOC lab

Statistical Physics of Computation @ EPFL

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

    Jupyter Notebook 5 3

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

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

    Python 4

  3. gibbs-sampler-neural-networks gibbs-sampler-neural-networks Public

    Gibbs sampler for neural network posteriors

    Jupyter Notebook 3 2

  4. 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 3 1

  5. rectangular_RIE rectangular_RIE Public

    Code for reproducing the results in "Optimal denoising of rotationally invariant rectangular matrices"

    Python 2 1

  6. double_descent_uncertainty double_descent_uncertainty Public

    Companion repository for the paper "On double-descent in uncertainty quantification in overparametrized models"

    Jupyter Notebook 2 1

Repositories

Showing 10 of 30 repositories
  • bilinear-sequence-regression Public

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

    SPOC-group/bilinear-sequence-regression’s past year of commit activity
    Jupyter Notebook 3 1 1 0 Updated Oct 31, 2024
  • SPOC-group/phys-231-exercises’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Oct 30, 2024
  • SPOC-group/counting-attention’s past year of commit activity
    Jupyter Notebook 2 1 0 0 Updated Oct 8, 2024
  • 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 0 0 0 0 Updated Sep 12, 2024
  • bpepi Public

    Belief Propagation EPidemic Inference [bpepi]

    SPOC-group/bpepi’s past year of commit activity
    Python 0 Apache-2.0 0 1 0 Updated Aug 20, 2024
  • ExtensiveWidthQuadraticSamples Public

    Code repository for the paper "Bayes-optimal learning of an extensive-width neural network from quadratically many samples"

    SPOC-group/ExtensiveWidthQuadraticSamples’s past year of commit activity
    Jupyter Notebook 1 GPL-3.0 1 0 0 Updated Aug 7, 2024
  • SPOC-group/quenches-sk’s past year of commit activity
    Jupyter Notebook 1 1 0 0 Updated Jun 27, 2024
  • SPOC-group/fixed_points_graph_CA’s past year of commit activity
    Jupyter Notebook 0 MIT 1 0 0 Updated Jun 13, 2024
  • SPOC-group/numerics_integer_traffic_assignment’s past year of commit activity
    0 0 0 0 Updated Jun 12, 2024
  • OneStepGD_asymptotics Public

    code for Asymptotics of feature learning in two-layer networks after one gradient-step

    SPOC-group/OneStepGD_asymptotics’s past year of commit activity
    Jupyter Notebook 1 1 0 0 Updated May 27, 2024

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