Publications

2025

Robust Conformal Outlier Detection under Contaminated Reference Data 🎯

M. Bashari, M. Sesia, Y. Romano

pre-print, 2025

[Preprint] [BibTeX]

Noise-Adaptive Conformal Classification with Marginal Coverage 🎯

T. Bortolotti, Y. X. R. Wang, X. Tong, A. Menafoglio, S. Vantini, M. Sesia

pre-print, 2025

[Preprint] [BibTeX]

A smoothed-Bayesian approach to frequency recovery from sketched data 📊

M. Beraha, S. Favaro, M. Sesia

Journal of the American Statistical Association (recently accepted), 2025

[Preprint] [BibTeX]

2024

Doubly Robust Conformalized Survival Analysis with Right-Censored Data 🎯

M. Sesia, V. Svetnik

pre-print, 2024

[Preprint] [BibTeX]

Structured Conformal Inference for Matrix Completion with Applications to Group Recommender Systems 🎯

Z. Liang, T. Xie, X. Tong, M. Sesia

pre-print, 2024

[Preprint] [BibTeX]

Random measure priors in Bayesian frequency recovery from sketches 📊

M. Beraha, S. Favaro, M. Sesia

Journal of Machine Learning Research, 2024

[Preprint] [Published] [BibTeX]

Uncertainty in Language Models: Assessment through Rank-Calibration 🎯 🧠

X. Huang, S. Li, M. Yu, M. Sesia, H. Hassani, I. Lee, O. Bastani, E. Dobriban.

Conference on Empirical Methods in Natural Language Processing, 2024

[Preprint] [Published] [BibTeX]

Conformalized adaptive forecasting of heterogeneous trajectories 🎯

Y. Zhou, L. Lindemann, M. Sesia

Proceedings of the 41th International Conference on Machine Learning (ICML), 2024

[Preprint] [Published] [BibTeX]

Collective Outlier Detection and Enumeration with Conformalized Closed Testing 🎯

C. Magnani, M. Sesia, A. Solari

pre-print, 2024

[Preprint] [BibTeX]

Conformal Classification with Equalized Coverage for Adaptively Selected Groups 🎯

Y. Zhou, M. Sesia

Advances in Neural Information Processing Systems 37 (NeurIPS), 2024

[Preprint] [Published] [BibTeX]

Adaptive conformal classification with noisy labels 🎯

M. Sesia, Y. X. Wang, X. Tong

Journal of the Royal Statistical Society: Series B, 2024

[Preprint] [Published] [BibTeX]

Searching for local associations while controlling the false discovery rate 🔍 🧬

P. Gablenz, M. Sesia, T. Sun, C. Sabatti

pre-print, 2024

[Preprint] [BibTeX]

2023

Conformal inference is (almost) free for neural networks trained with early stopping 🎯

Z. Liang, Y. Zhou, M. Sesia

Proceedings of the 40th International Conference on Machine Learning (ICML), 2023

[Preprint] [Published] [BibTeX]

Derandomized novelty detection with FDR control via conformal e-values 🎯

M. Bashari, A. Epstein, Y. Romano, M. Sesia

Advances in Neural Information Processing Systems 36 (NeurIPS), 2023

[Preprint] [Published] [BibTeX]

Integrative conformal p-values for powerful out-of-distribution testing with labeled outliers 🎯

Z. Liang, M. Sesia, W. Sun

Journal of the Royal Statistical Society: Series B, 2023

[Preprint] [Published] [BibTeX]

Conformal Frequency Estimation using Discrete Sketched Data with Coverage for Distinct Queries 🎯 📊

M. Sesia, S. Favaro, E. Dobriban

Journal of Machine Learning Research, 2023

[Preprint] [Published] [BibTeX]

Testing for Outliers with Conformal p-values 🎯

S. Bates, E. Candès, L. Lei, Y. Romano, M. Sesia.

Annals of Statistics, 2023

[Preprint] [Published] [BibTeX]

2022

Robotic-assisted esophagectomy leads to significant reduction in postoperative acute pain: A retrospective clinical trial 🩺

J. Hoelzen, K. Sander, M. Sesia, D. Roy, E. Rijcken, A. Schnabel, B. Str¨ucker, M. Juratli, A. Pascher

Annals of Surgical Oncology, 2022

[Published] [BibTeX]

Long-term dynamics of circulating tumor cells and their prognostic relevance after liver resection in patients with hepatocellular carcinoma 🩺

M. A. Juratli, D. Roy, E. Oppermann, M. Sesia, A. Schnitzbauer, J. Hoelzen, S. Katou, H. Morgul, B. Strucker, A. Pascher, W. O. Bechstein

Zeitschrift für Gastroenterologie, 2022

[Published] [BibTeX]

Long-term effect of liver resection on circulating stem cells expressing PD-L1 in patients with hepatocellular carcinoma - Pilot study 🩺

M. A. Juratli, D. Roy, E. Oppermann, M. Sesia, A. Schnitzbauer, J. Hoelzen, S. Katou, H. Morgul, B. Strucker, A. Pascher, M. Heikenwalder, W. O. Bechstein.

Zeitschrift für Gastroenterologie, 2022

[Published] [BibTeX]

Conformalized Frequency Estimation from Sketched Data 🎯 📊

M. Sesia, S. Favaro

Advances in Neural Information Processing Systems 35 (NeurIPS), 2022

[Preprint] [Published] [BibTeX]

Training Uncertainty-Aware Classifiers with Conformalized Deep Learning 🎯

B. Einbinder, Y. Romano, M. Sesia, Y. Zhou.

Advances in Neural Information Processing Systems 35 (NeurIPS), 2022

[Preprint] [Published] [BibTeX]

2021

Transfer learning in genome-wide association studies with knockoffs 🔍 🧬

S. Li, Z. Ren, C. Sabatti, M. Sesia

Sankhya B, 2021

[Preprint] [Published] [BibTeX]

Interpretable Classification of Bacterial Raman Spectra with Knockoff Wavelets 🔍 🩺

C. Chia, M. Sesia, C.-S. Ho, S. Jeffrey, J. Dionne, E. Candès, R. Howe

IEEE Journal of Biomedical and Health Informatics, 2021

[Preprint] [Published] [BibTeX]

Searching for robust associations with a multi-environment knockoff filter 🔍 🧬

S. Li, M. Sesia, Y. Romano, E. Candès, C. Sabatti.

Biometrika, 2021

[Preprint] [Published] [BibTeX]

Hyperoxemia among Pediatric Intensive Care Unit Patients Receiving Oxygen Therapy 🩺

A. Fayazi, M. Sesia, K. S. Anand.

Journal of Pediatric Intensive Care, 2021

[Published] [BibTeX]

Conformal Prediction using Conditional Histograms 🎯

M. Sesia, Y. Romano

Advances in Neural Information Processing Systems 34 (NeurIPS), 2021

[Preprint] [Published] [BibTeX]

False discovery rate control in genome-wide association studies with population structure 🔍 🧬

M. Sesia, S. Bates, E. Candès, J. Marchini, C. Sabatti

Proceedings of the National Academy of Sciences, 2021

[Preprint] [Published] [BibTeX]

2020

Classification with valid and adaptive coverage 🎯

Y. Romano, M. Sesia, E. Candès

Advances in Neural Information Processing Systems 33 (NeurIPS), 2020

[Preprint] [Published] [BibTeX]

Causal inference in genetic trio studies 🔍 🧬

S. Bates, M. Sesia, C. Sabatti, E. Candès

Proceedings of the National Academy of Sciences, 2020

[Preprint] [Published] [BibTeX]

A comparison of some conformal quantile regression methods 🎯

M. Sesia, E. Candès

Stat, 2020

[Preprint] [Published] [BibTeX]

Multi-resolution localization of causal variants across the genome. 🔍 🧬

M. Sesia, E. Katsevich, S. Bates, E. Candès, C. Sabatti

Nature Communications, 2020

[Preprint] [Published] [BibTeX]

Deep Knockoffs 🔍

Y. Romano, M. Sesia, E. Candès

Journal of the American Statistical Association, 2020

[Preprint] [Published] [BibTeX]

2019

Rejoinder: 'Gene hunting with knockoffs for hidden Markov models' 🔍 🧬

M. Sesia, C. Sabatti, E. Candès

Biometrika, 2019

[Preprint] [Published] [BibTeX]

Gene hunting with knockoffs for hidden Markov models 🔍 🧬

M. Sesia, C. Sabatti, E. Candès

Biometrika, 2019

[Preprint] [Published] [BibTeX]