AdvSim2Real Co-evolves Web Agents and Adversaries in World Models
October 6, 2026
AdvSim2Real uses a frozen web world model to co-evolve a task curriculum, an injection adversary, and an agent. This adversarial training method prevents web agents from being redirected by adaptive prompt injections planted on web pages.
HOW THIS AFFECTS YOU
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builderYou can improve the robustness of web agents against malicious third-party content using simulated adversarial training.
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policyThis highlights new methods for securing agentic interactions with external, untrusted web environments.