@article{d2evodualdifficultyawareselfevolutionfor, title = {D$^2$Evo: Dual Difficulty-Aware Self-Evolution for Data-Efficient Reinforcement Learning}, author = {Ru Zhang and Renda Li and Ziyu Ma and Weijie Qiu and Chongyang Tao and Yong Wang and Xiangxiang Chu}, year = {2026}, eprint = {2605.17037}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.17037}, }