Attribute Guided Unpaired Image-to-Image Translation with Semi-supervised Learning. - Xinyang Li; Jie Hu 018; Shengchuan Zhang; Xiaopeng Hong; Qixiang Ye; Chenglin Wu 001; Rongrong Ji (CoRR, 2019)

Hadamard Codebook Based Deep Hashing. - Shen Chen 004; Liujuan Cao; Mingbao Lin; Yan Wang 059; Xiaoshuai Sun; Chenglin Wu 001; Jingfei Qiu; Rongrong Ji (CoRR, 2019)

Multi-Task Collaborative Network for Joint Referring Expression Comprehension and Segmentation. - Gen Luo; Yiyi Zhou; Xiaoshuai Sun; Liujuan Cao; Chenglin Wu 001; Cheng Deng 002; Rongrong Ji (CVPR, 2020)

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 001; Rongrong Ji (IEEE Trans. Pattern Anal. Mach. Intell., 2021)

Neural Architecture Search with Representation Mutual Information. - Xiawu Zheng; Xiang Fei; Lei Zhang 001; Chenglin Wu 001; Fei Chao 001; Jianzhuang Liu; Wei Zeng 006; Yonghong Tian 001; Rongrong Ji (CVPR, 2022)

Automatic Network Pruning via Hilbert-Schmidt Independence Criterion Lasso under Information Bottleneck Principle. - Song Guo 001; Lei Zhang 001; Xiawu Zheng; Yan Wang 059; Yuchao Li; Fei Chao 001; Chenglin Wu 001; Shengchuan Zhang; Rongrong Ji (ICCV, 2023)

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)

RepAn: Enhanced Annealing through Re-parameterization. - Xiang Fei; Xiawu Zheng; Yan Wang 059; Fei Chao 001; Chenglin Wu 001; Liujuan Cao (CVPR, 2024)

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)

Multimodal Inplace Prompt Tuning for Open-set Object Detection. - Guilin Li; Mengdan Zhang; Xiawu Zheng; Peixian Chen; Zihan Wang; Yunhang Shen; Mingchen Zhuge; Chenglin Wu 001; Fei Chao 001; Ke Li 015; Xing Sun 001; Rongrong Ji (ACM Multimedia, 2024)

Data Interpreter: An LLM Agent For Data Science. - Sirui Hong; Yizhang Lin; Bang Liu 003; Bangbang Liu; Binhao Wu; Danyang Li; Jiaqi Chen; Jiayi Zhang 017; 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 003; Chenglin Wu 001 (CoRR, 2024)

Data Interpreter: An LLM Agent for Data Science. - Sirui Hong; Yizhang Lin; Bang Liu 003; Bangbang Liu; Binhao Wu; Ceyao Zhang; Danyang Li; Jiaqi Chen; Jiayi Zhang 017; Jinlin Wang; Li Zhang; Lingyao Zhang; et al. (ACL (Findings), 2025)

Improving Context Fidelity via Native Retrieval-Augmented Reasoning. - Suyuchen Wang; Jinlin Wang; Xinyu Wang 061; Shiqi Li; Xiangru Tang; Sirui Hong; Xiao-Wen Chang; Chenglin Wu 001; Bang Liu 003 (EMNLP, 2025)

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)

FACT: Examining the Effectiveness of Iterative Context Rewriting for Multi-fact Retrieval. - Jinlin Wang; Suyuchen Wang; Ziwen Xia; Sirui Hong; Yun Zhu; Bang Liu 003; Chenglin Wu 001 (NAACL (Findings), 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)

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 017; Jiaqi Chen; Xiangru Tang; Yongxin Ni; 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)

A Survey of Data Agents: Emerging Paradigm or Overstated Hype? - Yizhang Zhu; Liangwei Wang 001; Chenyu Yang; Xiaotian Lin; Boyan Li 001; Wei Zhou 053; Xinyu Liu; Zhangyang Peng; Tianqi Luo; Yu Li 003; Chengliang Chai; Chong Chen 001; 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)

InfoPO: Information-Driven Policy Optimization for User-Centric Agents. - Fanqi Kong; Jiayi Zhang 017; Mingyi Deng; Chenglin Wu 001; Yuyu Luo; Bang Liu 003 (CoRR, 2026)

Good Performance Estimation Strategies are All You Need in Neural Architecture Search. - Xiawu Zheng; Lei Zhang 001; Binghan Chen; Mingkai Wang; Fei Chao 001; Chenglin Wu 001; Shanshan Wang 002; Rongrong Ji; Yonghong Tian 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2026)

Co-Evolution of Policy and Internal Reward for Language Agents. - Xinyu Wang 061; Hanwei Wu; Jingwei Song; Shuyuan Zhang; Jiayi Zhang 017; Fanqi Kong; Tung Sum Thomas Kwok; Xiao-Wen Chang; Yuyu Luo; Chenglin Wu 001; Bang Liu 003 (CoRR, 2026)

Harnessing Agentic Evolution. - Jiayi Zhang 017; Yongfeng Gu; Jianhao Ruan; Maojia Song; Yiran Peng; Zhiguang Han; Jinyu Xiang; Zhitao Wang; Caiyin Yang; Yixi Ouyang; Bang Liu 003; Chenglin Wu 001; 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)

Latent Action Reparameterization for Efficient Agent Inference. - Wenhao Huang 001; Qingwen Zeng; Qiyue Chen; Zijie Guo; Yu Sun; Cheng Yang; Siru Ouyang; Jiri Gesi; Fang Wu; Jiayi Zhang 017; Huaming Chen; Bang Liu 003; et al. (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)