AINeutralarXiv – CS AI · 9h ago6/10
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Learning CLI Agents with Structured Action Credit under Selective Observation
Researchers present a new approach to training CLI agents through reinforcement learning, introducing σ-Reveal for selective observation and A³ for credit assignment. The work addresses fundamental challenges in teaching AI systems to interact with command-line interfaces by leveraging structured action properties and proposing the ShellOps dataset for evaluation.