Seeing the Whole Elephant: A Benchmark for Failure Attribution in LLM-based Multi-Agent Systems. - Mengzhuo Chen; Junjie Wang 001; Fangwen Mu; Yawen Wang; Zhe Liu 025; Huanxiang Feng; Qing Wang 001 (ACL (1), 2026)

Emerging from Ground: Addressing Intent Deviation in Tool-Using Agents via Deriving Real Calls into Virtual Trajectories. - Qian Xiong; Yuekai Huang; Bo Yang; Yujia Zheng; Tianhao Li; Ziyou Jiang; Zhiyuan Chang; Zhaoyang Li; Huanxiang Feng; Mingyang Li (CoRR, 2026)