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GATS: Graph-Augmented Tree Search with Layered World Models for Efficient Agent Planning

arXiv cs.AI · 5d ago Cached

GATS introduces a Graph-Augmented Tree Search with a layered world model (symbolic, learned, generative) to eliminate LLM calls during planning, achieving 100% success on synthetic tasks and stress tests, outperforming LATS and ReAct.

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