Selected Publications

You can also find my full articles on my Google Scholar profile.

First Author

  • ICLR 26 The Pensieve Paradigm: Stateful Language Models Mastering Their Own Context
    Xiaoyuan Liu, Tian Liang, Dongyang Ma, Deyu Zhou, Haitao Mi, Pinjia He, Yan Wang
    [paper] [code] [poster] [poster(ccf-slai)]

  • NeurIPS 25 Trust, But Verify: A Self-Verification Approach to Reinforcement Learning with Verifiable Rewards
    Xiaoyuan Liu, Tian Liang, Zhiwei He, Jiahao Xu, Wenxuan Wang, Pinjia He, Zhaopeng Tu, Haitao Mi, Dong Yu
    [paper] [code] [poster]

  • ACL 25 Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs
    Xiaoyuan Liu, Wenxuan Wang, Youliang Yuan, Jen-tse Huang, Qiuzhi Liu, Pinjia He, Zhaopeng Tu
    [paper] [code] [poster]

Co-author

  • ACL 25 Can’t See the Forest for the Trees: Benchmarking Multimodal Safety Awareness for Multimodal LLMs
    Wenxuan Wang, Xiaoyuan Liu, Kuiyi Gao, Jen-tse Huang, Youliang Yuan, Pinjia He, Shuai Wang, Zhaopeng Tu
    [paper] [code]