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

arXiv:2609.33565v1 Announce Type: new Abstract: 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 for generating questions that ch