@article{e2hilentropyguidedsampleselectionforeffi, title = {E2HiL: Entropy-Guided Sample Selection for Efficient Real-World Human-in-the-Loop Reinforcement Learning}, author = {Haoyuan Deng and Yuanjiang Xue and Haoyang Du and Boyang Zhou and Zhenyu Wu and Ziwei Wang}, year = {2026}, eprint = {2601.19969}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.19969}, }