Before Acting, Change the State: Prospective State Intervention for Web Agents under Deceptive Interfaces

Ruozhao Yang, Mingfei Cheng, Xiaofei Xie

LLM-based Web agents can autonomously complete user tasks, yet deceptive interfaces can steer them toward outcomes that conflict with users' interests. Existing defenses primarily…