AIBullisharXiv – CS AI · Mar 167/10
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Spend Less, Reason Better: Budget-Aware Value Tree Search for LLM Agents
Researchers propose Budget-Aware Value Tree (BAVT), a training-free framework that improves LLM agent efficiency by intelligently managing computational resources during multi-hop reasoning tasks. The system outperforms traditional approaches while using 4x fewer resources, demonstrating that smart budget management beats brute-force compute scaling.