Preprint Open access
ANT: A Multi-Granularity Network Traffic Dataset and Benchmark for Agents Behavior Auditing
The growing adoption of large language model (LLM) agents creates a need for network administrators and security teams to audit agent behavior within organizational networks without inspecting private user content. Network traffic offers an observable source of evidence, but how much it reveals about agent tasks and op …