Preprint Open access
AgentPrivArena: Evaluating and Auditing Real-world AI Agent Privacy
The rapid advancement of LLM agents has enabled systems to autonomously perform complex tasks through external tools, but their growing access to personal data introduces significant privacy risks. Existing benchmarks primarily evaluate LLM agent privacy through simulated trajectories and outcome-based metrics, limitin …