When Should Agents Check External State? Budgeting Observations for Stored Intentions
BudgetPM offers two policy variants that share a hard-budget executor that distills full-episode hindsight schedules into a lightweight policy that decides when to spend or reserve capacity using only pre-query information at deployment, and outperforms adapted Mem0 and PMA workflows.
Zheng-Kun Di, Bin Shi, Kai Sun et al.
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