Towards Generalization beyond Pointwise Learning: A Unified Information-theoretic Perspective (ICML 2024)
- Generate the commands for the desired experiment using the
scripts/fcmi_scripts.py
script. - Parse the result of the experiment using the
scripts/fcmi_parse_results.py
script. - Use the
scripts/pairwise_plots.py
to generate plots from the parsed results.
- Basic libraries such as
numpy
,scipy
,tqdm
,matplotlib
, andseaborn
. - We used
Pytorch 1.7.0
, but higher versions should work too.
@inproceedings{
dong2024towards,
title={Towards Generalization beyond Pointwise Learning: A Unified Information-theoretic Perspective},
author={Yuxin Dong and Tieliang Gong and Hong Chen and Mengxiang Li and Zhongjiang He and Shuangyong Song and Chen Li},
booktitle={International Conference on Machine Learning},
year={2024},
organization={PMLR}
}