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Replicating the experiments

  1. Generate the commands for the desired experiment using the scripts/fcmi_scripts.py script.
  2. Parse the result of the experiment using the scripts/fcmi_parse_results.py script.
  3. Use the notebooks/fcmi-plots.ipynb to generate plots from the parsed results.

Requirements

  • Basic libraries such as numpy, scipy, tqdm, matplotlib, and seaborn.
  • We used Pytorch 1.7.0, but higher versions should work too.

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Information-theoretic generalization bounds for black-box algorithms

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