Publications

@inproceedings{prinster2026conformal,
  title = {Conformal Policy Control},
  author = {Prinster, Drew and Fannjiang, Clara and Park, Ji Won and Cho, Kyunghyun and Liu, Anqi and Saria, Suchi and Stanton, Samuel Don},
  booktitle = {Forty-third International Conference on Machine Learning},
  year = {2026},
  url = {https://arxiv.org/abs/2603.02196}
}

@InProceedings{pmlr-v267-prinster25a,
  title = {{WATCH}: Adaptive Monitoring for {AI} Deployments via Weighted-Conformal Martingales},
  author = {Prinster, Drew and Han, Xing and Liu, Anqi and Saria, Suchi},
  booktitle = {Proceedings of the 42nd International Conference on Machine Learning},
  pages = {49830--49859},
  year = {2025},
  editor = {Singh, Aarti and Fazel, Maryam and Hsu, Daniel and Lacoste-Julien, Simon and Berkenkamp, Felix and Maharaj, Tegan and Wagstaff, Kiri and Zhu, Jerry},
  volume = {267},
  series = {Proceedings of Machine Learning Research},
  month = {13--19 Jul},
  publisher = {PMLR},
  url = {https://proceedings.mlr.press/v267/prinster25a.html}
}

@article{sadhuka2025valuator,
  title = {E-valuator: Reliable agent verifiers with sequential hypothesis testing},
  author = {Sadhuka, Shuvom and Prinster, Drew and Fannjiang, Clara and Scalia, Gabriele and Berger, Bonnie and Regev, Aviv and Wang, Hanchen},
  journal = {arXiv preprint arXiv:2512.03109},
  year = {2025},
  url = {https://arxiv.org/abs/2512.03109}
}

@InProceedings{pmlr-v235-prinster24a,
  title = {Conformal Validity Guarantees Exist for Any Data Distribution (and How to Find Them)},
  author = {Prinster, Drew and Stanton, Samuel Don and Liu, Anqi and Saria, Suchi},
  booktitle = {Proceedings of the 41st International Conference on Machine Learning},
  pages = {41086--41118},
  year = {2024},
  editor = {Salakhutdinov, Ruslan and Kolter, Zico and Heller, Katherine and Weller, Adrian and Oliver, Nuria and Scarlett, Jonathan and Berkenkamp, Felix},
  volume = {235},
  series = {Proceedings of Machine Learning Research},
  month = {21--27 Jul},
  publisher = {PMLR},
  url = {https://proceedings.mlr.press/v235/prinster24a.html}
}

@InProceedings{pmlr-v202-prinster23a,
  title = {{JAWS}-X: Addressing Efficiency Bottlenecks of Conformal Prediction Under Standard and Feedback Covariate Shift},
  author = {Prinster, Drew and Saria, Suchi and Liu, Anqi},
  booktitle = {Proceedings of the 40th International Conference on Machine Learning},
  pages = {28167--28190},
  year = {2023},
  editor = {Krause, Andreas and Brunskill, Emma and Cho, Kyunghyun and Engelhardt, Barbara and Sabato, Sivan and Scarlett, Jonathan},
  volume = {202},
  series = {Proceedings of Machine Learning Research},
  month = {23--29 Jul},
  publisher = {PMLR},
  url = {https://proceedings.mlr.press/v202/prinster23a.html}
}

@inproceedings{prinster2022jaws,
  title = {JAWS: Auditing Predictive Uncertainty Under Covariate Shift},
  author = {Prinster, Drew and Liu, Anqi and Saria, Suchi},
  booktitle = {Advances in Neural Information Processing Systems},
  volume = {35},
  publisher = {Curran Associates, Inc.},
  year = {2022},
  url = {https://papers.nips.cc/paper_files/paper/2022/hash/e944bacecce6b06374ac39b260348db0-Abstract-Conference.html}
}

@article{prinster2024care,
  title = {Care to explain? AI explanation types differentially impact chest radiograph diagnostic performance and physician trust in AI},
  author = {Prinster, Drew and Mahmood, Amama and Saria, Suchi and Jeudy, Jean and Lin, Cheng Ting and Yi, Paul H and Huang, Chien-Ming},
  journal = {Radiology},
  volume = {313},
  number = {2},
  pages = {e233261},
  year = {2024},
  publisher = {Radiological Society of North America},
  url = {https://pubs.rsna.org/doi/abs/10.1148/radiol.233261}
}