One Policy, Any Budget: Internalizing Budget-Aware Search via Reinforcement Learning

Xiaowei Sun, Jin Li, Yili Hong +2

While reinforcement learning has enabled LLM-based search agents to invoke external tools, existing methods train under fixed budgets and cannot adapt when constraints vary at depl…