@article{confidentialguardiancryptographically, title = {Confidential Guardian: Cryptographically Prohibiting the Abuse of Model Abstention}, author = {Stephan Rabanser and Ali Shahin Shamsabadi and Olive Franzese and Xiao Wang and Adrian Weller and Nicolas Papernot}, year = {2025}, eprint = {2505.23968}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.23968v1}, }