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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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, Chaoyue Niu, Fan Wu et al. · 0 citations

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