Detecting and Repairing Role Drift in Multi-Agent Collaboration with Lightweight Protocols. - Feiyang Wang; Hengguang Cui; Linghao Yang; Chi Shing Lee; Zhongkang Li; Chenfeiyu Wen (CNML, 2026)

ArcheScale-Guard: Archetype-Aware Predictive Autoscaling with Uncertainty Quantification for Serverless Computing. - Ao Zhu; Weicheng Liu; Zhongkang Li; Zhaocheng Liu; Jiarong Qiu; Chenfeiyu Wen (CNML, 2026)