Caprio, Michele

11 publications

ISIPTA 2025 Conformal Prediction Regions Are Imprecise Highest Density Regions Michele Caprio, Yusuf Sale, Eyke Hüllermeier
TMLR 2025 Conformalized Credal Regions for Classification with Ambiguous Ground Truth Michele Caprio, David Stutz, Shuo Li, Arnaud Doucet
NeurIPS 2025 Integral Imprecise Probability Metrics Siu Lun Chau, Michele Caprio, Krikamol Muandet
ISIPTA 2025 Optimal Transport for $ε$-Contaminated Credal Sets Michele Caprio
TMLR 2024 Credal Bayesian Deep Learning Michele Caprio, Souradeep Dutta, Kuk Jin Jang, Vivian Lin, Radoslav Ivanov, Oleg Sokolsky, Insup Lee
NeurIPS 2024 Credal Learning Theory Michele Caprio, Maryam Sultana, Eleni G. Elia, Fabio Cuzzolin
L4DC 2024 DC4L: Distribution Shift Recovery via Data-Driven Control for Deep Learning Models Vivian Lin, Kuk Jin Jang, Souradeep Dutta, Michele Caprio, Oleg Sokolsky, Insup Lee
ICML 2024 Second-Order Uncertainty Quantification: A Distance-Based Approach Yusuf Sale, Viktor Bengs, Michele Caprio, Eyke Hüllermeier
ISIPTA 2023 Constriction for Sets of Probabilities Michele Caprio, Teddy Seidenfeld
ISIPTA 2023 Dynamic Precise and Imprecise Probability Kinematics Michele Caprio, Ruobin Gong
UAI 2023 Is the Volume of a Credal Set a Good Measure for Epistemic Uncertainty? Yusuf Sale, Michele Caprio, Eyke Hüllermeier