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

arXiv:2609.34974v1 Announce Type: new Abstract: 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 intervene on agent behavior thro