Author

Yijie Ma

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Preprint Aug 2026

Reflection with Action-Induced Visual Differences for Desktop GUI Agents

Evidence-First Reflection (EFR), a two-stage reflector that explicitly decouples action-induced visual differences extraction from outcome verification, makes reflection better grounded in screen transitions, while reducing both visual search complexity and reasoning burden.

Yijie Ma, Chao-Yue Niu, Fan Wu et al. · 0 citations