الباحثون

Ziqiang Wang

المنشورات 2

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ANT: A Multi-Granularity Network Traffic Dataset and Benchmark for Agents Behavior Auditing

Fan Li, Xiangyu Gao, Zixuan Liu وآخرون · 2026

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 …

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One Rollout Is All You Get: Fully Test-Time Adaptation for GUI Agents

Ziqiang Wang, Li Gu, Zhixiang Chi وآخرون · 2026

GUI agents are deployed with frozen weights and discard everything they experience on the job. Existing ways to update an agent's weights assume something deployment withholds: ground truth, rollouts beyond the single attempt (retries, samples, practice runs), or a learning phase other than deployment. Because GUI acti …

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