Chain-of-Memory: Lightweight Memory Construction with Dynamic Evolution for LLM Agents. - Xiucheng Xu; Bingbing Xu 001; Tian Xueyun; Zihe Huang; Rongxin Chen; Yunfan Li; Huawei Shen (ACL (1), 2026)

Learning from Mistakes: Negative Reasoning Samples Enhance Out-of-Domain Generalization. - Tian Xueyun; Minghua Ma; Bingbing Xu 001; Nuoyan Lyu; Wei Li 176; Heng Dong; Zheng Chu; Yuanzhuo Wang; Huawei Shen (ACL (1), 2026)