@article{fastnonepisodicfinitehorizonrlwithkstepl, title = {Fast Non-Episodic Finite-Horizon RL with K-Step Lookahead Thresholding}, author = {Jiamin Xu and Kyra Gan}, year = {2026}, eprint = {2602.00781}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.00781}, }