Sachin Kumar

EliteReplay: Preserving Diverse Solutions in RL Post-Training via Quality-Diversity Search

Reinforcement learning has become a common post-training technique to improve the accuracy of LLMs on verifiable tasks. However, such training can narrow the set of solutions the model can produce. Several approaches have attempted to address this behavior-sharpening effect, but they often optimize metrics that do not...