Sébastien Destercke
7 papers · 2018–2026 · 2 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (12) 🐣 Hot Topic Early Bird
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Research topics
Keywords
aleatoric uncertainty
(3)
credal set
(3)
epistemic uncertainty
(3)
multi-class classification
(2)
uncertainty quantification
(2)
pairwise comparison
(1)
surrogate model
(1)
prediction set
(1)
out-of-distribution detection
(1)
neural operator
(1)
integral probability metric
(1)
missing value
(1)
total variation distance
(1)
possibility theory
(1)
set-valued prediction
(1)
axiomatic characterization
(1)
multi-criteria decision
(1)
choquet integral
(1)
credal uncertainty
(1)
possibilistic preference elicitation
(1)
Papers
Quantification of Credal Uncertainty: A Distance-Based Approach
UAI 2026
Upper entropy for 2-monotone lower probabilities
UAI 2026
Guaranteed Prediction Sets for Functional Surrogate Models
UAI 2025
Quantification of Credal Uncertainty in Machine Learning: A Critical Analysis and Empirical Comparison
UAI 2022
Possibilistic preference elicitation by minimax regret
UAI 2021
How to Handle Missing Values in Multi-Criteria Decision Aiding?
IJCAI 2019
Reliable Multi-class Classification based on Pairwise Epistemic and Aleatoric Uncertainty
IJCAI 2018