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I was honoured to receive the [Peter Gavin Hall Institute of Mathematical Statistics (IMS) Early Career Prize](https://imstat.org/ims-awards/peter-gavin-hall-ims-early-career-prize/), [IMS Tweedie Award](https://imstat.org/2024/03/05/chengchun-shi-receives-2024-ims-tweedie-new-researcher-award/) and the [Royal Statistical Society (RSS) Research Prize](https://rss.org.uk/news-publication/news-publications/2021/general-news/announcing-our-honours-recipients-for-2021/).
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I am looking for PhD students interested in reinforcement learning and large language models (LLMs); see
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I am looking for PhD students interested in reinforcement learning and LLMs; see
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* my recent [paper](https://arxiv.org/pdf/2506.01183) and [slides](https://callmespring.github.io/slides/DRPO.pdf) on LLMs;
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* my lecture [slides](https://github.com/callmespring/RL-short-course) on RL and my survey [paper](https://arxiv.org/abs/2502.16195) on statistical inference in RL (its Chinese [version](https://mp.weixin.qq.com/s/_uPxaxhYuG0D4AiillMJug));

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