@article{continualknowledgeadaptationforreinforce, title = {Continual Knowledge Adaptation for Reinforcement Learning}, author = {Jinwu Hu and Zihao Lian and Zhiquan Wen and Chenghao Li and Guohao Chen and Xutao Wen and Bin Xiao and Mingkui Tan}, year = {2025}, eprint = {2510.19314}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.19314}, }