@article{sampleefficientpolicyconstraintofflinede, title = {Sample-Efficient Policy Constraint Offline Deep Reinforcement Learning based on Sample Filtering}, author = {Yuanhao Chen and Qi Liu and Pengbin Chen and Zhongjian Qiao and Yanjie Li}, year = {2025}, eprint = {2512.20115}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.20115}, }