Dr. Free: You Don't Need Difficulty Rewards for Self-Evolving Search Agents

Zhipeng Qian, Zihan Liang, Yufei Ma +10

A central limitation of current data-free self-evolution methods for training search agents is their reliance on difficulty-based proposer rewards. These methods reward a proposer…