Spend Less, Reason Better: Budget-Aware Value Tree Search for LLM Agents

Yushu Li, Wenlong Deng, Jiajin Li +1

Test-time scaling has become a dominant paradigm for improving LLM agent reliability, yet current approaches treat compute as an abundant resource, allowing agents to exhaust token…