Christophe Denis
7 papers · 2017–2024 · 3 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Bronze π Academic Marathon Β· Sprint πΊοΈ Taxonomy Completionist (11) π£ Hot Topic Early Bird π Conference Polyglot Β· Bronze
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Topic Pioneer
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Trend Setter
Venues
Top co-authors
Research topics
Keywords
multi-class classification
(3)
demographic parity
(3)
semi-supervised learning
(2)
bayes classifier
(2)
fair regression
(2)
empirical risk minimization
(1)
cross validation
(1)
point process
(1)
convex risk minimization
(1)
binary classification
(1)
reject option
(1)
set prediction
(1)
k-nearest neighbor
(1)
confidence set
(1)
sensitive attribute
(1)
fair binary classification
(1)
plug-in classification
(1)
algorithmic fairness
(1)
wasserstein barycenter
(1)
expected size
(1)
Papers
Fairness guarantees in multi-class classification with demographic parity
JMLR 2024
Multiclass classification for Hawkes processes
UAI 2022
Fair regression via plug-in estimator and recalibration with statistical guarantees
NeurIPS 2020
Fair regression with Wasserstein barycenters
NeurIPS 2020
Regression with reject option and application to kNN
NeurIPS 2020
Leveraging Labeled and Unlabeled Data for Consistent Fair Binary Classification
NeurIPS 2019
Confidence Sets with Expected Sizes for Multiclass Classification
JMLR 2017