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    29 repositories

    • incontext-asymptotics-experiments

      Public
      Python
      •
      MIT License
      •0•0•0•0•Updated Jan 16, 2025Jan 16, 2025

    • inf_transformer_limits

      Public
      Transformers at Infinite Width and Depth
      Jupyter Notebook
      •
      MIT License
      •0•0•0•0•Updated Dec 16, 2024Dec 16, 2024

    • placefield_reorg_agent

      Public
      Code to optimize Gaussian basis function parameters using TD error during navigation task
      Jupyter Notebook
      •
      MIT License
      •0•0•0•0•Updated Dec 13, 2024Dec 13, 2024

    • S_transform

      Public
      Reproducing all figures in upcoming draft
      Jupyter Notebook
      •1•4•0•0•Updated Oct 14, 2024Oct 14, 2024

    • Richness_Sweep

      Public
      Sweeping over the feature learning strength
      Python
      •0•0•0•0•Updated Oct 6, 2024Oct 6, 2024

    • icl-asymptotic

      Public
      Code for experiments and figures for "Asymptotic theory of in-context learning by linear attention."
      Python
      •
      MIT License
      •1•5•0•0•Updated Sep 10, 2024Sep 10, 2024

    • rep-spectral

      Public
      Code for "Spectral regularization for adversarially-robust representation learning"
      Python
      •
      MIT License
      •0•4•0•0•Updated Jun 5, 2024Jun 5, 2024

    • LongSequenceHopfieldMemory

      Public
      Code for "Long Sequence Hopfield Memory"
      Jupyter Notebook
      •
      MIT License
      •1•6•0•0•Updated Apr 23, 2024Apr 23, 2024

    • TD-RL-dynamics

      Public
      Theory of Temporal Difference Learning Dynamics for High Dimensional Features
      Jupyter Notebook
      •
      MIT License
      •0•3•0•0•Updated Apr 1, 2024Apr 1, 2024

    • nn_curvature

      Public
      Codes for "Neural networks learn to magnify areas near decision boundaries"
      Python
      •
      MIT License
      •0•5•0•0•Updated Jan 18, 2024Jan 18, 2024

    • olfaction-geometry

      Public
      Code for "Neural circuits for fast Poisson compressed sensing in the olfactory bulb"
      MATLAB
      •
      MIT License
      •0•2•0•0•Updated Oct 23, 2023Oct 23, 2023

    • dmft_fluctuations

      Public
      A theory of finite width fluctuations around the DMFT for infinite width neural networks in the feature learning regime
      Jupyter Notebook
      •
      MIT License
      •0•1•0•0•Updated Oct 17, 2023Oct 17, 2023

    • onset-of-variance

      Public
      This is the code to reproduce most figures in https://arxiv.org/abs/2212.12147
      Jupyter Notebook
      •0•0•0•0•Updated Oct 3, 2023Oct 3, 2023

    • representation-drift

      Public
      Code for the representational drift project
      MATLAB
      •0•3•0•0•Updated Aug 11, 2023Aug 11, 2023

    • dmft_wide_networks

      Public
      Code to solve DMFT equations for infinite width feature learning networks
      Jupyter Notebook
      •
      MIT License
      •0•2•0•0•Updated May 29, 2023May 29, 2023

    • NTK_Learning_Curves

      Public
      Jupyter Notebook
      •
      MIT License
      •3•3•4•1•Updated Feb 1, 2023Feb 1, 2023

    • sample_efficient_pop_codes

      Public
      Python
      •
      MIT License
      •1•1•0•0•Updated Nov 21, 2022Nov 21, 2022

    • FastSpikingSampler

      Public
      Code for the spiking sampler project
      MATLAB
      •
      GNU General Public License v3.0
      •0•1•0•0•Updated Sep 27, 2022Sep 27, 2022

    • kernel-generalization

      Public
      Jupyter Notebook
      •
      MIT License
      •2•7•0•0•Updated Mar 3, 2022Mar 3, 2022

    • finite-width-bayesian

      Public
      Jupyter Notebook
      •
      MIT License
      •1•2•0•0•Updated Oct 29, 2021Oct 29, 2021

    • kernel-ood-generalization

      Public
      Jupyter Notebook
      •
      MIT License
      •2•5•0•0•Updated Oct 29, 2021Oct 29, 2021

    • ExactBayesianNetworkPriors

      Public
      Code to generate figures from exact priors paper
      MATLAB
      •
      MIT License
      •0•0•0•0•Updated Oct 9, 2021Oct 9, 2021

    • sgd_structured_features

      Public
      Learning Curves for SGD on Linearized Neural Networks
      Jupyter Notebook
      •0•0•0•0•Updated Jun 9, 2021Jun 9, 2021

    • FlyLavaeOlfaction

      Public
      Matlab code for the fly larvae olfaction project in collaboration with Samuel lab
      MATLAB
      •0•0•0•0•Updated Jan 18, 2021Jan 18, 2021

    • BalancedEIMinimax

      Public
      MATLAB
      •0•4•0•0•Updated Oct 14, 2020Oct 14, 2020

    • CCANet

      Public
      Python
      •1•1•0•0•Updated Aug 27, 2020Aug 27, 2020

    • autoencoder-exp

      Public
      Python
      •1•0•0•0•Updated Jun 9, 2020Jun 9, 2020

    • Supervised-Similarity-Matching

      Public
      Python
      •0•0•0•0•Updated Feb 25, 2020Feb 25, 2020

    • Deep_Structured_SM

      Public
      Python
      •1•4•0•0•Updated Jan 9, 2020Jan 9, 2020