الباحثون

Linqiang Guo

المنشورات 2

نسخة أولية وصول مفتوح

AgentPersonaBench: Benchmarking Persona-Driven User Simulation

Jintao Huang, Yifan Wang, Hongyu Shen وآخرون · 2026

We introduce AgentPersonaBench (APB), a benchmark evaluating whether persona conditioning faithfully steers downstream agent behavior. While language models are increasingly deployed for persona-driven user simulation, existing benchmarks primarily evaluate conversational styling or self-reports rather than authentic b …

نسخة أولية وصول مفتوح

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 …

المؤلفون المشاركون