@article{approximatenextpolicysamplingreplacingco, title = {Approximate Next Policy Sampling: Replacing Conservative Target Policy Updates in Deep RL}, author = {Dillon Sandhu and Ronald Parr}, year = {2026}, eprint = {2605.05481}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.05481}, }