Procrastinated Tree Search: Black-box Optimization with Delayed, Noisy, and Multi-fidelity Feedback(PCTS)

PCTS is a package for black-box optimization and fast hyper-parameter tuning with Delayed, Noisy, and Multi-fidelity Feedback.

This repo is based on https://github.com/rajatsen91/MFTreeSearchCV.

How to run

Make sure your python version is python 2.7

./experiments/run_pcts.sh

Cite

@article{wang2021procrastinated,
  title={Procrastinated Tree Search: Black-box Optimization with Delayed, Noisy, and Multi-fidelity Feedback},
  author={Wang, Junxiong and Basu, Debabrota and Trummer, Immanuel},
  journal={arXiv preprint arXiv:2110.07232},
  year={2021}
}

Please cite the above papers, when using this software in any publications/reports.