AgentPrivArena: Evaluating and Auditing Real-world AI Agent Privacy.

arXiv:2610.06454v1 Announce Type: new Abstract: 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 bench