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neural-info-decomp

purpose: The codebase provides code to decompose stimulus specific and pixel-specific mutual information I(r,x) between a high-dimensional stimulus x and its evoked neural response r.

Requirements

  • Conda 23.3.1: to install the software dependencies in a virtual environment.

Setup

  1. Install conda virtual environment (see env/requirements.yml):

Instructions

Run the notebook in notebooks/figure_4.ipynb

About

Software to decompose the mutual information I(X;R) between high-dimensional stimuli X and neural responses R in a stimulus specific manner (stimulus-wise, pixel-wise, feature-wise)). The decomposition is principled on three key axioms of information theory that makes it interpretable.

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