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# WU-UCT (Watch the Unobserved in UCT)
A novel parallel UCT algorithm with linear speedup and negligible performance loss. This package provides a demo on Atari games (see [Running](#Running)). To allow easy extension to other environments, we wrote the code in an extendable way, and modification on only two files are needed for other environments (see [Run on your own environments](#Run-on-your-own-environments)).

This work has been accepted by **ICLR 2020** for **oral full presentation (48/2594)**.

# Introduction
Note: For full details of WU-UCT, please refer to our [Arxiv](https://arxiv.org/abs/1810.11755) paper.

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# Reference
Please cite the paper in the following format if you used this code during your research :)
```
@article{liu2019watch,
title={Watch the Unobserved: A Simple Approach to Parallelizing Monte Carlo Tree Search},
author={Liu, Anji and Chen, Jianshu and Yu, Mingze and Zhai, Yu and Zhou, Xuewen and Liu, Ji},
journal={arXiv preprint arXiv:1810.11755},
year={2019}
@inproceedings{liu2020watch,
title = {Watch the Unobserved: A Simple Approach to Parallelizing Monte Carlo Tree Search},
author = {Anji Liu and Jianshu Chen and Mingze Yu and Yu Zhai and Xuewen Zhou and Ji Liu},
booktitle = {International Conference on Learning Representations},
month = apr,
year = {2020},
url = "https://openreview.net/forum?id=BJlQtJSKDB"
}
```

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