Deep Exploration With PAC-Bayes (PBAC)

This repository includes the code to replicate the PBAC algorithm from the following publication:

Deep Exploration With PAC-Bayes
Bahareh Tasdighi, Manuel Haussmann, Nicklas Werge, Yi-Shan Wu, Melih Kandemir, 2025
European Conference on Artificial Intelligence
ArXiv

Run Model

To train the PBAC on dmcartpole swingup environment run the following command:

python main.py

Cite

If you use PBAC, please cite:

@inproceedings{tasdighi2025pbac,
  title = {Deep Exploration with PAC-Bayes},
  author = {Tasdighi, B. and Haussmann, M. and Werge, N. and Wu, Y. and Kandemir, M.},
  year = {2025},
  booktitle = {European Conference on Artificial Intelligence},
  url = {https://arxiv.org/abs/2402.03055},
}