IDEA:Enhancing the Rule Learning Ability of Language Agents through Induction, Deduction, and Abduction. - Kaiyu He; Zhiyu Chen (CoRR, 2024)

IDEA: Enhancing the Rule Learning Ability of Large Language Model Agent through Induction, Deduction, and Abduction. - Kaiyu He; Mian Zhang; Shuo Yan; Peilin Wu; Zhiyu Chen (ACL (Findings), 2025)

From Reasoning to Learning: A Survey on Hypothesis Discovery and Rule Learning with Large Language Models. - Kaiyu He; Zhiyu Chen (Trans. Mach. Learn. Res., 2025)

Semantic Pivots Enable Cross-Lingual Transfer in Large Language Models. - Kaiyu He; Tong Zhou; Yubo Chen 001; Delai Qiu; Shengping Liu; Kang Liu 001; Jun Zhao 001 (CoRR, 2025)

LMR-BENCH: Evaluating LLM Agent's Ability on Reproducing Language Modeling Research. - Shuo Yan; Ruochen Li; Ziming Luo; Zimu Wang; Daoyang Li; Liqiang Jing; Kaiyu He; Peilin Wu; George Michalopoulos; Yue Zhang; Ziyang Zhang; Mian Zhang; et al. (CoRR, 2025)