| 2025 | CSEDU | Collaborative Synchronous Hybrid Learning Environments: Opportunities and Audio/Acoustic Quality Challenges. | Hlose Tudela, Mathieu Serrurier, Nader Mechergui, Yannick Brudieux, Mriem Jadane |
| 2025 | ICML | An Adaptive Orthogonal Convolution Scheme for Efficient and Flexible CNN Architectures. | Thibaut Boissin, Franck Mamalet, Thomas Fel, Agustin Martin Picard, Thomas Massena, Mathieu Serrurier |
| 2025 | ICML | Efficient Robust Conformal Prediction via Lipschitz-Bounded Networks. | Thomas Massena, Lo Andol, Thibaut Boissin, Franck Mamalet, Corentin Friedrich, Mathieu Serrurier, Sbastien Gerchinovitz |
| 2025 | SMC | Generating Heterogeneous Multi-dimensional Data : A Comparative Study. | Michael Corbeau, Emmanuelle Claeys, Mathieu Serrurier, Pascale Zarat |
| 2024 | ICLR | DP-SGD Without Clipping: The Lipschitz Neural Network Way. | Louis Bthune, Thomas Massena, Thibaut Boissin, Aurlien Bellet, Franck Mamalet, Yannick Prudent, Corentin Friedrich, Mathieu Serrurier, David Vigouroux |
| 2023 | ICML | Robust One-Class Classification with Signed Distance Function using 1-Lipschitz Neural Networks. | Louis Bthune, Paul Novello, Guillaume Coiffier, Thibaut Boissin, Mathieu Serrurier, Quentin Vincenot, Andres Troya-Galvis |
| 2021 | CVPR | Achieving Robustness in Classification Using Optimal Transport With Hinge Regularization. | Mathieu Serrurier, Franck Mamalet, Alberto Gonzlez-Sanz, Thibaut Boissin, Jean-Michel Loubes, Eustasio del Barrio |
| 2021 | ICANN | DPWTE: A Deep Learning Approach to Survival Analysis Using a Parsimonious Mixture of Weibull Distributions. | Achraf Bennis, Sandrine Mouysset, Mathieu Serrurier |
| 2020 | ECCV | Learning Disentangled Representations via Mutual Information Estimation. | Eduardo Hugo Sanchez, Mathieu Serrurier, Mathias Ortner |
| 2020 | PAKDD | Estimation of Conditional Mixture Weibull Distribution with Right Censored Data Using Neural Network for Time-to-Event Analysis. | Achraf Bennis, Sandrine Mouysset, Mathieu Serrurier |
| 2016 | ECAI | Analogical Classifiers: A Theoretical Perspective. | Nicolas Hug, Henri Prade, Gilles Richard, Mathieu Serrurier |
| 2015 | GECCO | Social Specialization of Space: Clustering Households on the French Riviera. | Denis Pallez, Mathieu Serrurier, Clia da Costa Pereira, Giovanni Fusco, Cristina Cao |
| 2015 | ICML | Entropy evaluation based on confidence intervals of frequency estimates : Application to the learning of decision trees. | Mathieu Serrurier, Henri Prade |
| 2013 | ISVC | Visualization of Frequent Itemsets with Nested Circular Layout and Bundling Algorithm. | Gwenael Bothorel, Mathieu Serrurier, Christophe Hurter |
| 2012 | IPMU | A Possibilistic Rule-Based Classifier. | Myriam Bounhas, Henri Prade, Mathieu Serrurier, Khaled Mellouli |
| 2012 | IPMU | Possibilistic KNN Regression Using Tolerance Intervals. | Mohammad Ghasemi Hamed, Mathieu Serrurier, Nicolas Durand |
| 2012 | IPMU | Classification Based on Possibilistic Likelihood. | Mathieu Serrurier, Henri Prade |
| 2011 | ECSQARU | Possibilistic Classifiers for Uncertain Numerical Data. | Myriam Bounhas, Henri Prade, Mathieu Serrurier, Khaled Mellouli |
| 2010 | AVI | An automatic generation of schematic maps to display flight routes for air traffic controllers: structure and color optimization. | Christophe Hurter, Mathieu Serrurier, Roland Alonso, Gilles Tabart, Jean-Luc Vinot |
| 2009 | ECSQARU | Elicitating Sugeno Integrals: Methodology and a Case Study. | Henri Prade, Agns Rico, Mathieu Serrurier, Eric Raufaste |
| 2009 | ISMIS | Elicitation of Sugeno Integrals: A Version Space Learning Perspective. | Henri Prade, Agns Rico, Mathieu Serrurier |
| 2006 | ECAI | Version Space Learning for Possibilistic Hypotheses. | Henri Prade, Mathieu Serrurier |
| 2005 | ECSQARU | Possibilistic Inductive Logic Programming. | Mathieu Serrurier, Henri Prade |
| 2005 | IJCAI | Coping with exceptions in multiclass ILP problems using possibilistic logic. | Mathieu Serrurier, Henri Prade |
| 2004 | ILP | A Simulated Annealing Framework for ILP. | Mathieu Serrurier, Henri Prade, Gilles Richard |
| 2003 | ECSQARU | On the Induction of Different Kinds of First-Order Fuzzy Rules. | Henri Prade, Gilles Richard, Mathieu Serrurier |
| 2003 | IFSA | Learning First Order Fuzzy Logic Rules. | Henri Prade, Gilles Richard, Mathieu Serrurier |
| 2002 | ICCHP | CYNTHIA: An HTML Browser for Visually Handicapped People. | Mathieu Raynal, Mathieu Serrurier |