Dual-Evolving Reinforcement Learning for Automated Reward Design.

arXiv:2512.13399v4 Announce Type: replace Abstract: Crafting effective reward signals remains a central challenge in reinforcement learning (RL) for complex reasoning. Existing methods for automated reward optimization search with a fixed proposer which never