A perturbation benchmark shows mobile agents are brittle to state, transition, and action changes, and a test-time recovery wrapper partially restores their performance.
Mobileuse: A hierarchical reflection-driven gui agent for autonomous mobile operation.Advances in Neural Information Processing Systems, 38:40361–40388, 2026
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AndroidReality: How Far Are Mobile Agents from the Real World?
A perturbation benchmark shows mobile agents are brittle to state, transition, and action changes, and a test-time recovery wrapper partially restores their performance.