@article{policylearningwithabstention, title = {Policy Learning with Abstention}, author = {Ayush Sawarni and Jikai Jin and Justin Whitehouse and Vasilis Syrgkanis}, year = {2025}, eprint = {2510.19672}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.19672}, }