MobileExperts: A Dynamic Tool-Enabled Agent Team in Mobile Devices. - Jiayi Zhang 017; Chuang Zhao 002; Yihan Zhao; Zhaoyang Yu 004; Ming He; Jianping Fan 001 (CoRR, 2024)

Self-Supervised Prompt Optimization. - Jinyu Xiang; Jiayi Zhang 017; Zhaoyang Yu 004; Xinbing Liang; Fengwei Teng; Jinhao Tu; Fashen Ren; Xiangru Tang; Sirui Hong; Chenglin Wu 001; Yuyu Luo (EMNLP (Findings), 2025)

AFlow: Automating Agentic Workflow Generation. - Jiayi Zhang 017; Jinyu Xiang; Zhaoyang Yu 004; Fengwei Teng; Xionghui Chen; Jiaqi Chen; Mingchen Zhuge; Xin Cheng; Sirui Hong; Jinlin Wang; Bingnan Zheng; Bang Liu 003; et al. (ICLR, 2025)

Self-Supervised Prompt Optimization. - Jinyu Xiang; Jiayi Zhang 017; Zhaoyang Yu 004; Fengwei Teng; Jinhao Tu; Xinbing Liang; Sirui Hong; Chenglin Wu 001; Yuyu Luo (CoRR, 2025)

Atom of Thoughts for Markov LLM Test-Time Scaling. - Fengwei Teng; Zhaoyang Yu 004; Quan Shi; Jiayi Zhang 017; Chenglin Wu 001; Yuyu Luo (CoRR, 2025)

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems. - Bang Liu 003; Xinfeng Li; Jiayi Zhang 017; Jinlin Wang; Tanjin He; Sirui Hong; Hongzhang Liu; Shaokun Zhang; Kaitao Song; Kunlun Zhu; Yuheng Cheng; Suyuchen Wang; et al. (CoRR, 2025)

VisJudge-Bench: Aesthetics and Quality Assessment of Visualizations. - Yupeng Xie; Zhiyang Zhang; Yifan Wu; Sirong Lu; Jiayi Zhang 017; Zhaoyang Yu 004; Jinlin Wang; Sirui Hong; Bang Liu 003; Chenglin Wu 001; Yuyu Luo (CoRR, 2025)

ReCode: Unify Plan and Action for Universal Granularity Control. - Zhaoyang Yu 004; Jiayi Zhang 017; Huixue Su; Yufan Zhao; Yifan Wu; Mingyi Deng; Jinyu Xiang; Yizhang Lin; Lingxiao Tang; Yingchao Li; Yuyu Luo; Bang Liu 003; et al. (CoRR, 2025)

InteractComp: Evaluating Search Agents With Ambiguous Queries. - Mingyi Deng; Lijun Huang; Yani Fan; Jiayi Zhang 017; Fashen Ren; Jinyi Bai; Fuzhen Yang; Dayi Miao; Zhaoyang Yu 004; Yifan Wu; Yanfei Zhang; Fengwei Teng; et al. (CoRR, 2025)

Reasoning via Video: The First Evaluation of Video Models' Reasoning Abilities through Maze-Solving Tasks. - Cheng Yang; Haiyuan Wan; Yiran Peng; Xin Chen 032; Zhaoyang Yu 004; Jiayi Zhang 017; Junchi Yu; Xinlei Yu; Xiawu Zheng; Dongzhan Zhou; Chenglin Wu 001 (CoRR, 2025)

AutoEnv: Automated Environments for Measuring Cross-Environment Agent Learning. - Jiayi Zhang 017; Yiran Peng; Fanqi Kong; Cheng Yang; Yifan Wu; Zhaoyang Yu 004; Jinyu Xiang; Jianhao Ruan; Jinlin Wang; Maojia Song; HongZhang Liu; Xiangru Tang; et al. (CoRR, 2025)

AOrchestra: Automating Sub-Agent Creation for Agentic Orchestration. - Jianhao Ruan; Zhihao Xu; Yiran Peng; Fashen Ren; Zhaoyang Yu 004; Xinbing Liang; Jinyu Xiang; Yongru Chen; Bang Liu 003; Chenglin Wu 001; Yuyu Luo; Jiayi Zhang 017 (CoRR, 2026)

AutoWebWorld: Synthesizing Infinite Verifiable Web Environments via Finite State Machines. - Yifan Wu; Yiran Peng; Yiyu Chen; Jianhao Ruan; Zijie Zhuang; Cheng Yang; Jiayi Zhang 017; Man Chen; Yenchi Tseng; Zhaoyang Yu 004; Liang Chen; Yuyao Zhai; et al. (CoRR, 2026)

Scalable Environments Drive Generalizable Agents. - Jiayi Zhang 017; Fanqi Kong; Guibin Zhang; Maojia Song; Zhaoyang Yu 004; Jianhao Ruan; Jinyu Xiang; Bang Liu 003; Chenglin Wu 001; Yuyu Luo (CoRR, 2026)

Foundation Protocol: A Coordination Layer for Agentic Society. - Bang Liu 003; Yongfeng Gu; Jiayi Zhang 017; Zhaoyang Yu 004; Sirui Hong; Maojia Song; Xiaoqiang Wang 007; Mingyi Deng; Zijie Zhuang; Ronghao Wang; Mingzhe Cao; Yutong Zhu; et al. (CoRR, 2026)