| 2026 | AAAI | Theoretical Guarantees for Domain Adaptation with Hierarchical Optimal Transport (Abstract Reprint). | Mourad El Hamri, Youns Bennani, Issam Falih |
| 2023 | ICONIP | On the Use of Persistent Homology to Control the Generalization Capacity of a Neural Network. | Abir Barbara, Youns Bennani, Joseph Karkazan |
| 2023 | IJCNN | Modular Self-Supervised Learning for Hand Surgical Diagnosis. | Lo Dchaumet, Youns Bennani, Joseph Karkazan, Abir Barbara, Charles Dacheux, Thomas Gregory |
| 2023 | IJCNN | Self-Training and Modular Approaches for Surgical Image Recognition. | Nosseiba Ben Salem, Youns Bennani, Joseph Karkazan, Abir Barbara, Charles Dacheux, Thomas Gregory |
| 2022 | IJCNN | Incremental Unsupervised Domain Adaptation Through Optimal Transport. | Mourad El Hamri, Youns Bennani, Issam Falih |
| 2021 | HPCC | Collaborative Random Forests Learning. | Yohan Foucade, Youns Bennani, Zakaria Aabbou |
| 2021 | HPCC | Convex Non-negative Matrix Factorization Through Quantum Annealing. | Ahmed Zaiou, Basarab Matei, Youns Bennani, Mohamed Hibti |
| 2021 | ICONIP | Inductive Semi-supervised Learning Through Optimal Transport. | Mourad El Hamri, Youns Bennani, Issam Falih |
| 2021 | ICONIP | Incorporating Neighborhood Information During NMF Learning. | Michel Kaddouh, Gunal Cabanes, Youns Bennani |
| 2021 | IJCNN | Label Propagation Through Optimal Transport. | Mourad El Hamri, Youns Bennani, Issam Falih |
| 2020 | ICANN | Collaborative Clustering Through Optimal Transport. | Fatima Ezzahraa Ben Bouazza, Youns Bennani, Gunal Cabanes, Abdelfettah Touzani |
| 2020 | IJCNN | Quantum Collaborative K-means. | Kaoutar Benlamine, Youns Bennani, Nistor Grozavu, Basarab Matei |
| 2019 | ICANN | Collaborative Non-negative Matrix Factorization. | Kaoutar Benlamine, Nistor Grozavu, Youns Bennani, Basarab Matei |
| 2019 | ICONIP | Distance Estimation for Quantum Prototypes Based Clustering. | Kaoutar Benlamine, Youns Bennani, Ahmed Zaiou, Mohamed Hibti, Basarab Matei, Nistor Grozavu |
| 2019 | ICONIP | Generative Histogram-Based Model Using Unsupervised Learning. | Parisa Rastin, Gunal Cabanes, Rosanna Verde, Youns Bennani, Thierry Couronne |
| 2019 | IJCNN | Automatic detection of the support points in relational clustering. | Parisa Rastin, Youns Bennani, Rosanna Verde |
| 2018 | ICANN | A Topological k-Anonymity Model Based on Collaborative Multi-view Clustering. | Sarah Zouinina, Nistor Grozavu, Youns Bennani, Abdelouahid Lyhyaoui, Nicoleta Rogovschi |
| 2018 | IJCNN | Online Semi-supervised Growing Neural Gas for Multi-label Data Classification. | Samira Boulbazine, Gunal Cabanes, Basarab Matei, Youns Bennani |
| 2018 | IJCNN | Learning Useful Representations Through Stacked Self-Organizing Maps. | Ibtissam Brahmi, Gunal Cabanes, Youns Bennani, Basarab Matei |
| 2018 | IJCNN | Collaborative Multi-View Attributed Networks Mining. | Issam Falih, Nistor Grozavu, Rushed Kanawati, Youns Bennani, Basarab Matei |
| 2018 | IJCNN | Optimizing exchange confidence during collaborative clustering. | Jrmie Sublime, Denis Maurel, Nistor Grozavu, Basarab Matei, Youns Bennani |
| 2018 | WWW | Community detection in Attributed Network. | Issam Falih, Nistor Grozavu, Rushed Kanawati, Youns Bennani |
| 2017 | ICML | Co-clustering through Optimal Transport. | Charlotte Laclau, Ievgen Redko, Basarab Matei, Youns Bennani, Vincent Brault |
| 2017 | IJCNN | Collaborative clustering between different topological partitions. | Antoine Lachaud, Nistor Grozavu, Basarab Matei, Youns Bennani |
| 2016 | DSAA | On the Use of Ontology as A Priori Knowledge into Constrained Clustering. | Hatim Chahdi, Nistor Grozavu, Isabelle Mougenot, Laure Berti-quille, Youns Bennani |
| 2016 | ICONIP | Towards Ontology Reasoning for Topological Cluster Labeling. | Hatim Chahdi, Nistor Grozavu, Isabelle Mougenot, Youns Bennani, Laure Berti-quille |
| 2016 | ICONIP | Collaborative-Based Multi-scale Clustering in Very High Resolution Satellite Images. | Jrmie Sublime, Antoine Cornujols, Youns Bennani |
| 2016 | ICPR | Kernel alignment for unsupervised transfer learning. | Ievgen Redko, Youns Bennani |
| 2016 | IJCNN | GTM Mixture through time for sequential data. | Rakia Jaziri, Faicel Chamroukhi, Mustapha Lebbah, Youns Bennani |
| 2015 | ICDM | Pruned Simple Model Sets for Fast Exact Recovery of Image. | Basarab Matei, Youns Bennani |
| 2015 | ICONIP | A Recommendation System Based on Unsupervised Topological Learning. | Issam Falih, Nistor Grozavu, Rushed Kanawati, Youns Bennani |
| 2015 | IJCNN | Sparsity analysis of learned factors in Multilayer NMF. | Ievgen Redko, Youns Bennani |
| 2015 | IJCNN | Collaborative clustering with heterogeneous algorithms. | Jrmie Sublime, Nistor Grozavu, Youns Bennani, Antoine Cornujols |
| 2015 | MVA | Semantic rich ICM algorithm for VHR satellite images segmentation. | Jrmie Sublime, Andres Troya-Galvis, Youns Bennani, Antoine Cornujols, Pierre Ganarski |
| 2014 | ICONIP | Non-negative Matrix Factorization with Schatten p-norms Reguralization. | Ievgen Redko, Youns Bennani |
| 2014 | ICONIP | A New Energy Model for the Hidden Markov Random Fields. | Jrmie Sublime, Antoine Cornujols, Youns Bennani |
| 2014 | IJCNN | Diversity analysis in collaborative clustering. | Nistor Grozavu, Gunal Cabanes, Youns Bennani |
| 2014 | IJCNN | Controlling orthogonality constraints for better NMF clustering. | Ievgen Redko, Youns Bennani |
| 2014 | IJCNN | Random subspaces NMF for unsupervised transfer learning. | Ievgen Redko, Youns Bennani |
| 2013 | ICDM | Unsupervised Learning for Analyzing the Dynamic Behavior of Online Banking Fraud. | Gunal Cabanes, Youns Bennani, Nistor Grozavu |
| 2013 | IJCNN | Collaborative multi-view clustering. | Mohamad Ghassany, Nistor Grozavu, Youns Bennani |
| 2012 | ICONIP | Collaborative Generative Topographic Mapping. | Mohamad Ghassany, Nistor Grozavu, Youns Bennani |
| 2012 | IJCNN | Change detection in data streams through unsupervised learning. | Gunal Cabanes, Youns Bennani |
| 2012 | IJCNN | Feature space transformation for transfer learning. | Nistor Grozavu, Youns Bennani, Lazhar Labiod |
| 2011 | ESANN | A Spectral Based Clustering Algorithm for Categorical Data with Maximum Modularity. | Lazhar Labiod, Youns Bennani |
| 2011 | ICANN | SOS-HMM: Self-Organizing Structure of Hidden Markov Model. | Rakia Jaziri, Mustapha Lebbah, Youns Bennani, Jean-Hugues Chenot |
| 2011 | ICONIP | A New Simultaneous Two-Levels Coclustering Algorithm for Behavioural Data-Mining. | Gunal Cabanes, Youns Bennani, Dominique Fresneau |
| 2011 | ICONIP | Simultaneous Pattern and Variable Weighting during Topological Clustering. | Nistor Grozavu, Youns Bennani |
| 2011 | IJCNN | Coupling clustering and visualization for knowledge discovery from data. | Gunal Cabanes, Youns Bennani |
| 2011 | IJCNN | Learning confidence exchange in Collaborative Clustering. | Nistor Grozavu, Mohamad Ghassany, Youns Bennani |
| 2011 | IJCNN | Learning random subspace novelty detection filters. | Fatma Hamdi, Youns Bennani |
| 2011 | IJCNN | Probabilistic Self-Organizing Maps for multivariate sequences. | Rakia Jaziri, Mustapha Lebbah, Nicoleta Rogovschi, Youns Bennani |
| 2010 | ICMLA | Autonomous Clustering Characterization for Categorical Data. | Nistor Grozavu, Lazhar Labiod, Youns Bennani |
| 2010 | ICONIP | Learning Topological Constraints in Self-Organizing Map. | Gunal Cabanes, Youns Bennani |
| 2010 | ICONIP | Clustering Categorical Data Using an Extended Modularity Measure. | Lazhar Labiod, Nistor Grozavu, Youns Bennani |
| 2010 | IJCNN | Topographic under-sampling for unbalanced distributions. | Fatma Hamdi, Mustapha Lebbah, Youns Bennani |
| 2010 | IJCNN | Relational topological clustering. | Lazhar Labiod, Nistor Grozavu, Youns Bennani |
| 2009 | ICMLA | Mining Customers' Spatio-Temporal Behavior Data Using Topographic Unsupervised Learning. | Gunal Cabanes, Youns Bennani, Frdric Dufau-Jol |
| 2009 | ICMLA | A New Competitive Strategy for Self Organizing Map Learning. | Nistor Grozavu, Youns Bennani |
| 2009 | ICONIP | Comparing Large Datasets Structures through Unsupervised Learning. | Gunal Cabanes, Youns Bennani |
| 2009 | IJCNN | From variable weighting to cluster characterization in topographic unsupervised learning. | Nistor Grozavu, Youns Bennani, Mustapha Lebbah |
| 2008 | ICMLA | Relational Analysis for Consensus Clustering from Multiple Partitions. | Mustapha Lebbah, Youns Bennani, Hamid Benhadda |
| 2008 | ICMLA | Probabilistic Mixed Topological Map for Categorical and Continuous Data. | Nicoleta Rogovschi, Mustapha Lebbah, Youns Bennani |
| 2008 | IJCNN | A local density-based simultaneous two-level algorithm for topographic clustering. | Gunal Cabanes, Youns Bennani |
| 2007 | ICDM | A Semantic Kernel for Semi-structured DocumentS. | Sujeevan Aseervatham, Emmanuel Viennet, Youns Bennani |
| 2007 | ICMLA | A simultaneous two-level clustering algorithm for automatic model selection. | Gunal Cabanes, Youns Bennani |
| 2007 | IJCNN | BeSOM : Bernoulli on Self-Organizing Map. | Mustapha Lebbah, Nicoleta Rogovschi, Youns Bennani |
| 2004 | ECAI | M-SOM-ART: Growing Self Organizing Map for Sequences Clustering and Classification. | Farida Zehraoui, Youns Bennani |
| 2004 | IJCNN | M-SOM: matricial self organizing map for sequence clustering and classification. | Farida Zehraoui, Youns Bennani |
| 2002 | ICANN | Visualization and Analysis of Web Navigation Data. | Khalid Benabdeslem, Youns Bennani, Eric Janvier |
| 2001 | AICCSA | Connectionist Approach for Website Visitors Behaviors Mining. | Khalid Benabdeslem, Youns Bennani, Eric Janvier |
| 2000 | IJCNN | Reliability Control in Committee Classifier Environment. | Vladimir Radevski, Youns Bennani |
| 1999 | IJCNN | Adaptive weighting of pattern features during learning. | Youns Bennani |
| 1999 | IJCNN | Discriminative feature extraction and selection applied to face recognition. | Mziane Yacoub, Youns Bennani |
| 1997 | ICANN | Linear and Nonlinear Combinations of Connectionist Models for Local Diagnosis in Real-Time Telephone Network Traffic Management. | Youns Bennani, Fabrice Bossaert, Elisabeth Didelet |
| 1993 | ICASSP | Probabilistic cooperation of connectionist expect modules: validation on a speaker identification task. | Youns Bennani |
| 1992 | Interspeech | Speaker identification through a modular connectionist architecture: evaluation on the timit database. | Youns Bennani |
| 1991 | ICASSP | Validation of neural net architectures on speech recognition tasks. | Youns Bennani, Nasser Chaourar, Patrick Gallinari, Abdelhamid Mellouk |
| 1991 | ICASSP | On the use of TDNN-extracted features information in talker identification. | Youns Bennani, Patrick Gallinari |
| 1990 | ICASSP | A connectionist approach for automatic speaker identification. | Youns Bennani, Franoise Fogelman-Souli, Patrick Gallinari |