@article{upunboundedpositiveasymmetricoptimizatio, title = {UP: Unbounded Positive Asymmetric Optimization for Breaking the Exploration-Stability Dilemma}, author = {Chongyu Fan and Pengfei Liu and Jingjia Huang and Sijia Liu and Yi Lin}, year = {2026}, eprint = {2607.06987}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.06987}, }