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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