Difficulty-Aware Agentic Orchestration for Query-Specific Multi-Agent Workflows. - Jinwei Su; Qizhen Lan; Yinghui Xia; Lifan Sun; Weiyou Tian; Tianyu Shi 003; Lewei He (WWW, 2026)

CogAgent: Self-Evolving Cognitive Agents for Multi-Source Fraud Detection in Heterogeneous Financial Networks. - Qianyu Wang; Weiyou Tian; Rong Wang 008; Wei-Tek Tsai; Tianyu Shi 003; Zhuang Liu 001; Tianze Xia (WWW, 2026)

Implicit Strategic Optimization: Rethinking Long-Horizon Decision-Making in Adversarial Poker Environments. - Boyang Xia; Weiyou Tian; Qingnan Ren; Jiaqi Huang; Jie Xiao; Shuo Lu; Kai Wang; Lynn Ai; Eric Yang; Bill Shi (CoRR, 2026)