@article{kvpoodenativegrpoforautoregressivevideoa, title = {KVPO: ODE-Native GRPO for Autoregressive Video Alignment via KV Semantic Exploration}, author = {Ruicheng Zhang and Kaixi Cong and Jun Zhou and Zhizhou Zhong and Zunnan Xu and Shuiyang Mao and Wei Liu and Xiu Li}, year = {2026}, eprint = {2605.14278}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.14278}, }