APEx: Distillation of Agent Procedural Experience for Adaptive Deep Research Question Answering
APEx is proposed, a hierarchical experience utilization framework that organizes interaction history into instance-level trajectory memories and category-level procedural skills, and couples them through a closed-loop architecture of Executor, Distiller, and Planner, allowing ground-truth-free self-improvement with ski...