STAIR


We are forcusing on scalable and trustworthy AI researches, which includes trustworthy foundation models and its ability scaling, and scalable algorithms especially on big graphs, aiming at bridging large language models (LLMs) and big graph mining to tackle the real-world challenges. The group is directed by Shenghua Liu at Institute of Computing Technology, Chinese Academy of Sciences (ICT, CAS). Our goals include:
  • Trustworthy LLMs, focusing on knowledge editing, contextual faithfulness, and safe generation.
  • High-quality data, that is data mining methods related to big graph mining, scalable algorithms, graph compression, and summarization.
  • Reasoning and efficiency scaling, focusing on more complex reasoning abilities (like thinking as a graph, and graph LLMs), and efficient machine learning from both algorithm and hardware sides.

    We are actively recruiting highly-motivated Researchers and Ph.D./M.S./visiting students to join our group at ICT, CAS!
  • Meet the Team

    Our research group members

    Principal Investigator

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    Shenghua Liu

    Professor

    Trustworthy LLM technologies, Big Graph Mining, Scalings for AI

    Students

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    Baolong Bi

    Ph.D Candidate

    Trustworthy Large Language Models, Reasoning Large Language Models

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    Lingrui Mei

    Ph.D Candidate

    Agentic AI

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    Jiayu Yao 姚佳雨

    Visiting student

    Multimodal Large Language Models

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    Xuanshan Zhou 周宣杉

    Master Candidate

    Scalable Graph Summarization

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    Pengsheng Liu

    Visiting student

    Trustworthy Large Language Models, Reasoning Large Language Models

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    Yuyao Ge

    Ph.D Candidate

    Large Language Model Reasoning, Solve Graph Tasks with LLMs

    Alumni

    Wenjun Zhu

    visiting Master from WHUT

    Yatao Zhu

    Master

    Yugao Zhu

    Master

    Bin Zhou

    Master

    Houdong Zheng

    visiting Master

    Wenjing Zhao

    visiting Master from Xidian Univ.

    Haiyin Zhang

    visiting undergraduate

    Bin Wang

    visiting Master from WHUT

    Xiaoli Wang

    visiting Master from Xidian Univ.

    Yongqing Wang

    co-advised Ph.D.

    Wenyi Qiu

    visiting undergraduate from CUG

    Yi Mo

    Master

    Tong Man

    co-advised Ph.D.

    Yang Liu

    visiting Master

    Fuxin Li

    Master

    Xiangfeng Li

    co-advised graduate student, visiting

    Xiaotong Jiang

    visiting undergraduate

    Wenjie Feng 冯文杰

    co-advised Ph.D.

    Pudi Chen

    co-advised graduate student, visiting

    Peng Cao

    co-advised Ph.D.

    Qi Cao

    co-advised Master