Author

Linbo Fu

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Preprint Aug 2026

Are Android GUI Agents Robust Against Runtime Anomalies? AnTrap: Evaluating Agents in Dynamic Adversarial Environments

GUI agents often encounter dynamic anomalies when deployed on Android devices, from unexpected pop-ups to action misuse, yet existing benchmarks lack systematic evaluation of agent robustness against runtime anomalies. We introduce AnTrap, a comprehensive benchmark that injects dynamic perturbations into agent executio...

Guo Gan, Yilun Zhao, Cong Chen et al. · 1 citation

#artificial intelligence Preprint Aug 2026

GUI-CC: Benchmarking Contextual Consistency of GUI World Models as Agent Environments

GUI-CC is introduced, a benchmark that evaluates contextual consistency of GUI world models as agent environments rather than isolated next-screen predictors and evaluates transition fidelity, transition plausibility, contextual consistency, and task progress.

Linbo Fu, Zheyuan Yang, Tian-Hui Zhang et al. · 0 citations

Preprint Aug 2026

Sci-VBench: Evaluating Knowledge- and Reasoning-Intensive Video Generation in Science Domains

This work introduces Sci-VBench, a comprehensive benchmark for evaluating knowledge- and reasoning-intensive video generation across scientific domains, and establishes a rubric-based evaluation protocol, showing that advances in visual realism have not yet translated into reliable modeling of scientific and causal dyn...

Diandian Zhang, Tingyu Song, Linbo Fu et al. · 1 citation