When Deep Research Agents Stagnate: Enhancing Reasoning with Retrieval-Aware Agent Control

Heydar Soudani, Elizabeth Lingg, Faegheh Hasibi +1

In this paper, we analyze the reasoning trajectories of a variety of DRAs and show that existing agents often suffer from reasoning stagnation: the majority of iterations contribut…