@article{theeasythehardandthelearnableconfidencea, title = {The Easy, the Hard, and the Learnable: Confidence and Difficulty-Adaptive Policy Optimization for LLM Reasoning}, author = {Zhanke Zhou and Xiangyu Lu and Chentao Cao and Brando Miranda and Tongliang Liu and Bo Han and Sanmi Koyejo}, year = {2026}, eprint = {2606.07950}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.07950}, }