AI RESEARCH
Look Before You Leap: Autonomous Exploration for LLM Agents
arXiv CS.AI
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ArXi:2605.16143v1 Announce Type: new Large language model based agents often fail in unfamiliar environments due to premature exploitation: a tendency to act on prior knowledge before acquiring sufficient environment-specific information. We identify autonomous exploration as a critical yet underexplored capability for building adaptive agents. To formalize and quantify this capability, we