Winning Solutions and Post-Challenge Analyses of the ChaLearn AutoDL Challenge 2019. - Zhengying Liu; Adrien Pavao; Zhen Xu 007; Sergio Escalera; Fabio Ferreira; Isabelle Guyon; Sirui Hong; Frank Hutter; Rongrong Ji; Júlio C. S. Jacques Júnior; Ge Li; Marius Lindauer; et al. (IEEE Trans. Pattern Anal. Mach. Intell., 2021)

Evolving Fully Automated Machine Learning via Life-Long Knowledge Anchors. - Xiawu Zheng; Yang Zhang 079; Sirui Hong; Huixia Li; Lang Tang; Youcheng Xiong; Jin Zhou; Yan Wang 059; Xiaoshuai Sun; Pengfei Zhu 001; Chenglin Wu; Rongrong Ji (IEEE Trans. Pattern Anal. Mach. Intell., 2021)

MetaGPT: Meta Programming for Multi-Agent Collaborative Framework. - Sirui Hong; Xiawu Zheng; Jonathan Chen; Yuheng Cheng; Jinlin Wang; Ceyao Zhang; Zili Wang; Steven Ka Shing Yau; Zijuan Lin; Liyang Zhou; Chenyu Ran; Lingfeng Xiao; et al. (CoRR, 2023)

MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework. - Sirui Hong; Mingchen Zhuge; Jonathan Chen; Xiawu Zheng; Yuheng Cheng; Jinlin Wang; Ceyao Zhang; Zili Wang; Steven Ka Shing Yau; Zijuan Lin; Liyang Zhou; Chenyu Ran; et al. (ICLR, 2024)

Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects. - Yuheng Cheng; Ceyao Zhang; Zhengwen Zhang; Xiangrui Meng; Sirui Hong; Wenhao Li 001; Zihao Wang; Zekai Wang; Feng Yin; Junhua Zhao 001; Xiuqiang He 001 (CoRR, 2024)

Data Interpreter: An LLM Agent For Data Science. - Sirui Hong; Yizhang Lin; Bang Liu; Bangbang Liu; Binhao Wu; Danyang Li; Jiaqi Chen; Jiayi Zhang; Jinlin Wang; Li Zhang; Lingyao Zhang; Min Yang; et al. (CoRR, 2024)

SELA: Tree-Search Enhanced LLM Agents for Automated Machine Learning. - Yizhou Chi; Yizhang Lin; Sirui Hong; Duyi Pan; Yaying Fei; Guanghao Mei; Bangbang Liu; Tianqi Pang; Jacky Kwok; Ceyao Zhang; Bang Liu; Chenglin Wu (CoRR, 2024)

Data Interpreter: An LLM Agent for Data Science. - Sirui Hong; Yizhang Lin; Bang Liu; Bangbang Liu; Binhao Wu; Ceyao Zhang; Danyang Li; Jiaqi Chen; Jiayi Zhang; Jinlin Wang; Li Zhang; Lingyao Zhang; et al. (ACL (Findings), 2025)

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)

FACT: Examining the Effectiveness of Iterative Context Rewriting for Multi-fact Retrieval. - Jinlin Wang; Suyuchen Wang; Ziwen Xia; Sirui Hong; Yun Zhu; Bang Liu; Chenglin Wu (NAACL (Findings), 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)

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)

Agent KB: Leveraging Cross-Domain Experience for Agentic Problem Solving. - Xiangru Tang; Tianrui Qin; Tianhao Peng; Ziyang Zhou; Daniel Shao; Tingting Du; Xinming Wei; Peng Xia; Fang Wu; He Zhu; Ge Zhang 009; Jiaheng Liu; et al. (CoRR, 2025)

You Don't Know Until You Click:Automated GUI Testing for Production-Ready Software Evaluation. - Yutong Bian; Xianhao Lin; Yupeng Xie; Tianyang Liu; Mingchen Zhuge; Siyuan Lu; Haoming Tang; Jinlin Wang; Jiayi Zhang; Jiaqi Chen; Xiangru Tang; Yongxin Ni; et al. (CoRR, 2025)