Christophe Denis

36 papers A* 4A 2C 3Misc 1Journal 20Unranked 6
YearRankTypeTitle / Venue / Authors
2026 J jnl
Fair regression under localized demographic parity constraints.
CoRR
Arthur Charpentier, Christophe Denis, Romuald Elie, Mohamed Hebiri, François Hu
2025 J jnl
Empirical risk minimization algorithm for multiclass classification of S.D.E. paths.
CoRR
Christophe Denis, Eddy Ella Mintsa
2025 J jnl
Fairness Meets Privacy: Integrating Differential Privacy and Demographic Parity in Multi-class Classification.
CoRR
Lilian Say, Christophe Denis, Rafael Pinot
2025 J jnl
Set to Be Fair: Demographic Parity Constraints for Set-Valued Classification.
CoRR
Eyal Cohen, Christophe Denis, Mohamed Hebiri
2024 J jnl
Active learning algorithm through the lens of rejection arguments.
Mach. Learn.
Christophe Denis, Mohamed Hebiri, Boris Ndjia Njike, Xavier Siebert
2024 — conf
Cadre méthodologique de spécification formelle d'un simulateur par apprentissage machine profond pour assurer sa validation.
EGC
Christophe Denis
2024 J jnl
Fairness guarantees in multi-class classification with demographic parity.
J. Mach. Learn. Res.
Christophe Denis, Romuald Elie, Mohamed Hebiri, François Hu
2022 J jnl
Algorithm 1029: Encapsulated Error, a Direct Approach to Evaluate Floating-Point Accuracy.
ACM Trans. Math. Softw.
Nestor Demeure, Cédric Chevalier, Christophe Denis, Pierre Dossantos-Uzarralde
2022 J jnl
Interprétabilité et explicabilité de phénomènes prédits par de l'apprentissage machine.
Rev. Ouverte Intell. Artif.
Christophe Denis, Franck Varenne
2022 J jnl
Magnetic anomalies characterization: Deep learning and explainability.
Comput. Geosci.
Julio José Cárdenas Chapellín, Christophe Denis, Hajar Mousannif, Christian Camerlynck, Nicolas Florsch
2022 A conf
Multiclass classification for Hawkes processes.
UAI
Christophe Denis, Charlotte Dion-Blanc, Laure Sansonnet
2021 J jnl
Set-valued classification - overview via a unified framework.
CoRR
Evgenii Chzhen, Christophe Denis, Mohamed Hebiri, Titouan Lorieul
2021 C conf
Tagged error: tracing numerical error through computations.
ARITH
Nestor Demeure, Cédric Chevalier, Christophe Denis, Pierre Dossantos-Uzarralde
2020 J jnl
Fair Regression with Wasserstein Barycenters.
CoRR
Evgenii Chzhen, Christophe Denis, Mohamed Hebiri, Luca Oneto, Massimiliano Pontil
2020 A* conf
Fair regression via plug-in estimator and recalibration with statistical guarantees.
NeurIPS
Evgenii Chzhen, Christophe Denis, Mohamed Hebiri, Luca Oneto, Massimiliano Pontil
2020 A* conf
Fair regression with Wasserstein barycenters.
NeurIPS
Evgenii Chzhen, Christophe Denis, Mohamed Hebiri, Luca Oneto, Massimiliano Pontil
2020 A* conf
Regression with reject option and application to kNN.
NeurIPS
Ahmed Zaoui, Christophe Denis, Mohamed Hebiri
2020 J jnl
Regression with reject option and application to kNN.
CoRR
Christophe Denis, Mohamed Hebiri, Ahmed Zaoui
2019 — conf
Assembly micro-benchmark generator for characterizing Floating Point Units.
HPCS
Jean Pourroy, Patrick Demichel, Christophe Denis
2019 A* conf
Leveraging Labeled and Unlabeled Data for Consistent Fair Binary Classification.
NeurIPS
Evgenii Chzhen, Christophe Denis, Mohamed Hebiri, Luca Oneto, Massimiliano Pontil
2017 J jnl
Confidence Sets with Expected Sizes for Multiclass Classification.
J. Mach. Learn. Res.
Christophe Denis, Mohamed Hebiri
2017 J jnl
On the benefits of output sparsity for multi-label classification.
CoRR
Evgenii Chzhen, Christophe Denis, Mohamed Hebiri, Joseph Salmon
2016 C conf
Recovering Numerical Reproducibility in Hydrodynamic Simulations.
ARITH
Philippe Langlois, Rafife Nheili, Christophe Denis
2016 C conf
Verificarlo: Checking Floating Point Accuracy through Monte Carlo Arithmetic.
ARITH
Christophe Denis, Pablo de Oliveira Castro, Eric Petit
2015 — conf
Confidence Sets for Classification.
SLDS
Christophe Denis, Mohamed Hebiri
2015 — conf
Numerical reproducibility: Feasibility issues.
NTMS
Philippe Langlois, Rafife Nheili, Christophe Denis
2015 J jnl
Verificarlo: checking floating point accuracy through Monte Carlo Arithmetic.
CoRR
Christophe Denis, Pablo de Oliveira Castro, Eric Petit
2014 — conf
Numerical Verification of Large Scale CFD Simulations: One Way to Prepare the Exascale Challenge.
HPCC/CSS/ICESS
Christophe Denis
2013 J jnl
Efficient Matrix Multiplication Based on Discrete Stochastic Arithmetic.
Reliab. Comput.
Séthy Montan, Christophe Denis, Jean Marie Chesneaux, Jean Luc Lamotte
2012 J jnl
Solving large sparse linear systems in a grid environment: the GREMLINS code versus the PETSc library.
J. Supercomput.
Fabienne Jézéquel, Raphaël Couturier, Christophe Denis
2009 J jnl
2DRMP: A suite of two-dimensional R-matrix propagation codes.
Comput. Phys. Commun.
N. Stanley Scott, M. Penny Scott, Phil G. Burke, Timothy Stitt, V. Faro-Maza, Christophe Denis, A. Maniopoulou
2009 — conf
Numerical Health Check of Industrial Simulation Codes from HPC Environments to New Hardware Technologies.
PPAM (2)
Christophe Denis
2008 J jnl
GREMLINS: a large sparse linear solver for grid environment.
Parallel Comput.
Raphaël Couturier, Christophe Denis, Fabienne Jézéquel
2007 J jnl
Numerical 'health check' for scientific codes: the CADNA approach.
Comput. Phys. Commun.
N. Stanley Scott, Fabienne Jézéquel, Christophe Denis, Jean Marie Chesneaux
2005 A conf
A Load Balancing Method for a Parallel Application Based on a Domain Decomposition.
IPDPS
Christophe Denis, Jean-Paul Boufflet, Piotr Breitkopf
2004 Misc conf
Load Balancing Issues for a Multiple Front Method.
International Conference on Computational Science
Christophe Denis, Jean-Paul Boufflet, Piotr Breitkopf, Michel Vayssade, Barbara Glut