On the Effects of Data Scale on UI Control Agents

Studies how UI-control agent performance scales with more fine-tuning data and releases AndroidControl, a dataset of over 15K demonstrations across 833 Android apps. The paper shows strong in-domain scaling trends while highlighting that out-of-domain generalization remains harder.

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