AFlow: Automating Agentic Workflow Generation. - Jiayi Zhang; Jinyu Xiang; Zhaoyang Yu; Fengwei Teng; Xionghui Chen; Jiaqi Chen; Mingchen Zhuge; Xin Cheng; Sirui Hong; Jinlin Wang; Bingnan Zheng; Bang Liu; et al. (ICLR, 2025)

Self-Supervised Prompt Optimization. - Jinyu Xiang; Jiayi Zhang; Zhaoyang Yu; Fengwei Teng; Jinhao Tu; Xinbing Liang; Sirui Hong; Chenglin Wu; Yuyu Luo (CoRR, 2025)

Atom of Thoughts for Markov LLM Test-Time Scaling. - Fengwei Teng; Zhaoyang Yu; Quan Shi; Jiayi Zhang; Chenglin Wu; Yuyu Luo (CoRR, 2025)

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems. - Bang Liu; Xinfeng Li; Jiayi Zhang; Jinlin Wang; Tanjin He; Sirui Hong; Hongzhang Liu; Shaokun Zhang; Kaitao Song; Kunlun Zhu; Yuheng Cheng; Suyuchen Wang; et al. (CoRR, 2025)