Publications

2026

1. ICML

   Bulk-Calibrated Credal Ambiguity Sets: Fast, Tractable Decision Making under Out-of-Sample Contamination

   Mengqi Chen, Thomas Berrett, Theodoros Damoulas, and Michele Caprio

   In Forty-third International Conference on Machine Learning, 2026

   arXiv Bib PDF Code

   @inproceedings{chen2026bulk,
     title = {Bulk-Calibrated Credal Ambiguity Sets: Fast, Tractable Decision Making under Out-of-Sample Contamination},
     author = {Chen, Mengqi and Berrett, Thomas and Damoulas, Theodoros and Caprio, Michele},
     booktitle = {Forty-third International Conference on Machine Learning},
     year = {2026},
     url = {https://openreview.net/forum?id=QO82qIzEsP},
   }

2. ESAIM P&S

   Imprecise Markov semigroups and their ergodicity

   Michele Caprio and Mengqi Chen

   ESAIM: PS, 2026

   DOI arXiv Bib PDF

   @article{caprio2026imprecise,
     author = {Caprio, Michele and Chen, Mengqi},
     title = {Imprecise Markov semigroups and their ergodicity},
     doi = {10.1051/ps/2026007},
     url = {https://doi.org/10.1051/ps/2026007},
     journal = {ESAIM: PS},
     year = {2026},
     volume = {30},
     pages = {410-448},
   }

2025

1. Under Review

   Total Robustness in Bayesian Nonlinear Regression

   Mengqi Chen, Charita Dellaporta, Thomas B. Berrett, and Theodoros Damoulas

   2025

   Preprint

   arXiv