Memento

Toward continual learning for agents

Work

Date: 19 Mar 2026 Memento-Teams Together Everyone Achieves More.

Ka Yiu Lee, Yuxuan Huang, Zhiyuan He, Huichi Zhou, Meng Fang, Kun Shao, Jun Wang

Date: 03 Mar 2026 Memento-Skill Memento-Skills: Let Agents Design Agents

Huichi Zhou, Siyuan Guo, Anjie Liu, Zhongwei Yu, Ziqin Gong, Bowen Zhao, Zhixun Chen, Menglong Zhang, Yihang Chen, Jinsong Li, Runyu Yang, Qiangbin Liu, Xinlei Yu, Jianmin Zhou, Na Wang, Chunyang Sun, Jun Wang

Date: 27 Dec 2025 Memento 2 Learning by Stateful Reflective Memory from a theoretical perspective.

Jun Wang

Date: 22 Aug 2025 Memento 1 Fine-tuning LLM Agents without Fine-tuning LLMs from an experimental perspective.

Huichi Zhou, Yihang Chen, Siyuan Guo, Xue Yan, Kin Hei Lee, Zihan Wang, Ka Yiu Lee, Guchun Zhang, Kun Shao, Linyi Yang, Jun Wang

Members

Jun Wang

Jun Wang

Professor at University College London