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Trustworthy Representation Learning via Information Funnels and Bottlenecks

Authors: João Machado de Freitas and Bernhard C. Geiger

This repository is the official implementation of Information Funnels and Bottlenecks for Invariant Representation Learning.

Instructions

Dependencies

To install requirements:

conda env create --file environment.yaml
conda activate torch

To Run

./taskfile all

Citing

@misc{defreitas2022funck,
    author = {de Freitas, João Machado and Geiger, Bernhard C.},
    title = {{Information Funnels and Bottlenecks for Invariant Representation Learning}},
    publisher = {arXiv},
    year = {2022},
    url = {https://arxiv.org/abs/2211.01446}
}