AINeutralarXiv โ CS AI ยท 7h ago6/10
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GUI Agents with Reinforcement Learning: Toward Digital Inhabitants
Researchers present a comprehensive framework for combining Reinforcement Learning with GUI agents to create more autonomous digital systems. The work identifies three key RL approaches (Offline, Online, and Hybrid), reveals emerging technical trends like world-model-based training and multi-tier reward architectures, and proposes a roadmap toward safer, more reliable automation systems.