AI RESEARCH
UI-Oceanus: Scaling GUI Agents with Synthetic Environmental Dynamics
arXiv CS.AI
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ArXi:2604.02345v1 Announce Type: cross Scaling generalist GUI agents is hindered by the data scalability bottleneck of expensive human nstrations and the "distillation ceiling" of synthetic teacher supervision. To transcend these limitations, we propose UI-Oceanus, a framework that shifts the learning focus from mimicking high-level trajectories to mastering interaction physics via ground-truth environmental feedback.