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Merge pull request #294 from huangshiyu13/main
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huangshiyu13 authored Mar 10, 2024
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Here is a list of research projects that use OpenRL.
If you use OpenRL in your research projects, feel free to tell us about it and join the list.

### LLMArena

Description: LLMArena is a novel and easily extensible framework for evaluating the diverse capabilities of LLM in multi-agent dynamic environments.

- Paper: [LLMArena: Assessing Capabilities of Large Language Models in Dynamic Multi-Agent Environments](https://arxiv.org/abs/2402.16499)(AAMAS 2023)
- Authors: Junzhe Chen, Xuming Hu, Shuodi Liu, Shiyu Huang, Wei-Wei Tu, Zhaofeng He, Lijie Wen

### TiZero

Description: TiZero is a reinforcement learning agent for Google Research Football full game, trained with distributed self-play.
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In this paper, we propose an on-policy framework for discovering multiple strategies for the same task.
Experimental results show that our method efficiently finds diverse strategies in a wide variety of reinforcement learning tasks.

- Paper: [DGPO: Discovering Multiple Strategies with Diversity-Guided Policy Optimization](https://arxiv.org/abs/2207.05631)(AAAAI 2024)
- Paper: [DGPO: Discovering Multiple Strategies with Diversity-Guided Policy Optimization](https://arxiv.org/abs/2207.05631)(AAAI 2024)
- Authors: Wenze Chen, Shiyu Huang, Yuan Chiang, Tim Pearce, Wei-Wei Tu, Ting Chen, Jun Zhu


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