APEx: Distillation of Agent Procedural Experience for Adaptive Deep Research Question Answering

Jie Ding, Rui Sun, Xinyuan Zhang +2

Deep research agents augment large language models with external tools to answer complex, long-horizon questions through multi-turn reasoning. Learning from prior experience is cru…