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UI-OCEANUS: Scaling GUI Agents with Synthetic Environmental Dynamics

2026-03-12

Abstract excerpt

Scaling generalist GUI agents is hindered by the data scalability bottleneck of expensive human demonstrations 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. Through a systematic investi...

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Literature Corpus work
55a73a6b-95ec-5db2-b7df-af0b8f4731b0
DOI
10.20944/preprints202603.0980.v1
Open publication

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UI-OCEANUS: Scaling GUI Agents with Synthetic Environmental DynamicsDOI 10.20944/preprints202603.0980.v1
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