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15 SEP 2026 · Paper

Reflect, Revise, Reuse: Training-Free Skill Evolution for GUI Agents

This paper proposes a framework for training-free skill evolution in GUI agents, allowing them to adapt to dynamic graphical user interfaces without additional training. Practitioners may care about this research if they develop GUI agents that need to handle changing environments.

GUI agents continual learning skill evolution reinforcement learning procedural knowledge graphical user interfaces