OffSeeker: Online Reinforcement Learning Is Not All You Need for Deep Research Agents

Yuhang Zhou, Kai Zheng, Qiguang Chen +4

Deep research agents have shown remarkable potential in handling long-horizon tasks. However, state-of-the-art performance typically relies on online reinforcement learning (RL), w…