SWE-Debate: Competitive Multi-Agent Debate for Software Issue Resolution. - Han Li; Yuling Shi; Shaoxin Lin; Xiaodong Gu 002; Heng Lian 003; Xin Wang; Yantao Jia; Tao Huang; Qianxiang Wang (CoRR, 2025)

SWE-Exp: Experience-Driven Software Issue Resolution. - Silin Chen; Shaoxin Lin; Xiaodong Gu 002; Yuling Shi; Heng Lian 003; Longfei Yun; Dong Chen; Weiguo Sun; Lin Cao; Qianxiang Wang (CoRR, 2025)

MemGovern: Enhancing Code Agents through Learning from Governed Human Experiences. - Qihao Wang; Ziming Cheng; Shuo Zhang; Fan Liu; Rui Xu; Heng Lian 003; Kunyi Wang; Xiaoming Yu; Jianghao Yin; Sen Hu 005; Yue Hu; Shaolei Zhang; et al. (CoRR, 2026)

Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning. - Chengwen Liu; Xiaomin Yu; Zhuoyue Chang; Zhe Huang; Shuo Zhang; Heng Lian 003; Kunyi Wang; Rui Xu; Sen Hu 005; Jianheng Hou; Hao Peng; Chengwei Qin; et al. (CoRR, 2026)

FinVault: Benchmarking Financial Agent Safety in Execution-Grounded Environments. - Zhi Yang; Runguo Li; Qiqi Qiang; Jiashun Wang; Fangqi Lou; Mengping Li; Dongpo Cheng; Rui Xu; Heng Lian 003; Shuo Zhang; Xiaolong Liang; Xiaoming Huang; et al. (CoRR, 2026)

SWE-Pruner: Self-Adaptive Context Pruning for Coding Agents. - Yuhang Wang; Yuling Shi; Mo Yang; Rongrui Zhang; Shilin He; Heng Lian 003; Yuting Chen 001; Siyu Ye; Kai Cai; Xiaodong Gu 002 (CoRR, 2026)

HEART-Bench: Do LLM Agents Exhibit Human-like Psychology? - Weihan Peng; Chenxu Zhang; Qianao Wang; Yuling Shi; Heng Lian 003; Qihong Mao; Jiahao Pang; Chunliang Feng; Bowen Li; Xiaodong Gu 002 (CoRR, 2026)