@article{estimatingtheblackboxllmuncertaintywithd, title = {Estimating the Black-box LLM Uncertainty with Distribution-Aligned Adversarial Distillation}, author = {Huizi Cui and Huan Ma and Qilin Wang and Yuhang Gao and Changqing Zhang}, year = {2026}, eprint = {2605.05777}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.05777}, }