| 2025 | ICML | Resampling Augmentation for Time Series Contrastive Learning: Application to Remote Sensing. | Antoine Saget, Baptiste Lafabregue, Antoine Cornujols, Pierre Ganarski |
| 2025 | IDA | Estimating the Learning Capacity of Bacterial Metabolic Networks. | Bastien Mollet, Paul Ahavi, Antoine Cornujols, Jean-Loup Faulon, Evelyne Lutton, Alberto Tonda |
| 2022 | ACML | When to Classify Events in Open Times Series? | Youssef Achenchabe, Alexis Bondu, Antoine Cornujols, Vincent Lemaire |
| 2022 | IJCNN | Early and Revocable Time Series Classification. | Youssef Achenchabe, Alexis Bondu, Antoine Cornujols, Vincent Lemaire |
| 2021 | DSAA | Early Classification of Time Series: Cost-based multiclass Algorithms. | Paul-Emile Zafar, Youssef Achenchabe, Alexis Bondu, Antoine Cornujols, Vincent Lemaire |
| 2021 | ICAART | Using Agents and Unsupervised Learning for Counting Objects in Images with Spatial Organization. | Eliott Jacopin, Naomie Berda, La Courteille, William Grison, Lucas Mathieu, Antoine Cornujols, Christine Martin |
| 2021 | IJCNN | Importance Reweighting for Biquality Learning. | Pierre Nodet, Vincent Lemaire, Alexis Bondu, Antoine Cornujols, Adam Ouorou |
| 2021 | IJCNN | From Weakly Supervised Learning to Biquality Learning: an Introduction. | Pierre Nodet, Vincent Lemaire, Alexis Bondu, Antoine Cornujols, Adam Ouorou |
| 2020 | IJCAI | Solving Analogies on Words based on Minimal Complexity Transformation. | Pierre-Alexandre Murena, Marie Al-Ghossein, Jean-Louis Dessalles, Antoine Cornujols |
| 2020 | IDA | Transfer Learning by Learning Projections from Target to Source. | Antoine Cornujols, Pierre-Alexandre Murena, Raphal Olivier |
| 2018 | ICCBR | Opening the Parallelogram: Considerations on Non-Euclidean Analogies. | Pierre-Alexandre Murena, Antoine Cornujols, Jean-Louis Dessalles |
| 2018 | IJCAI | An Information Theory based Approach to Multisource Clustering. | Pierre-Alexandre Murena, Jrmie Sublime, Basarab Matei, Antoine Cornujols |
| 2018 | IJCNN | Adaptive Window Strategy for Topic Modeling in Document Streams. | Pierre-Alexandre Murena, Marie Al-Ghossein, Talel Abdessalem, Antoine Cornujols |
| 2018 | RecSys | Exploring Eating Behaviours Modelling for User Clustering. | Sema Akkoyunlu, Cristina E. Manfredotti, Antoine Cornujols, Nicolas Darcel, Fabien Delaere |
| 2018 | RecSys | Adaptive collaborative topic modeling for online recommendation. | Marie Al-Ghossein, Pierre-Alexandre Murena, Talel Abdessalem, Anthony Barr, Antoine Cornujols |
| 2017 | ICCBR | A Complexity Based Approach for Solving Hofstadter's Analogies. | Pierre-Alexandre Murena, Jean-Louis Dessalles, Antoine Cornujols |
| 2017 | IJCNN | Incremental learning with the minimum description length principle. | Pierre-Alexandre Murena, Antoine Cornujols, Jean-Louis Dessalles |
| 2017 | RecSys | Investigating Substitutability of Food Items in Consumption Data. | Sema Akkoyunlu, Cristina E. Manfredotti, Antoine Cornujols, Nicolas Darcel, Fabien Delaere |
| 2016 | ICONIP | Collaborative-Based Multi-scale Clustering in Very High Resolution Satellite Images. | Jrmie Sublime, Antoine Cornujols, Youns Bennani |
| 2016 | ICPRAM | Denoising 3D Microscopy Images of Cell Nuclei using Shape Priors on an Anisotropic Grid. | Mathieu Bouyrie, Cristina E. Manfredotti, Nadine Peyriras, Antoine Cornujols |
| 2016 | IJCNN | Minimum Description Length Principle applied to structure adaptation for classification under concept drift. | Pierre-Alexandre Murena, Antoine Cornujols |
| 2015 | IJCNN | An initialization scheme for supervized K-means. | Vincent Lemaire, Oumaima Alaoui Ismaili, Antoine Cornujols |
| 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 | Evaluation Protocol of Early Classifiers over Multiple Data Sets. | Asma Dachraoui, Alexis Bondu, Antoine Cornujols |
| 2014 | ICONIP | A Supervised Methodology to Measure the Variables Contribution to a Clustering. | Oumaima Alaoui Ismaili, Vincent Lemaire, Antoine Cornujols |
| 2014 | ICONIP | A New Energy Model for the Hidden Markov Random Fields. | Jrmie Sublime, Antoine Cornujols, Youns Bennani |
| 2013 | ICONIP | Online Learning: Searching for the Best Forgetting Strategy under Concept Drift. | Ghazal Jaber, Antoine Cornujols, Philippe Tarroux |
| 2013 | ICONIP | A New On-Line Learning Method for Coping with Recurring Concepts: The ADACC System. | Ghazal Jaber, Antoine Cornujols, Philippe Tarroux |
| 2011 | ICONIP | Unsupervised Object Ranking Using Not Even Weak Experts. | Antoine Cornujols, Christine Martin |
| 2011 | ICONIP | Predicting Concept Changes Using a Committee of Experts. | Ghazal Jaber, Antoine Cornujols, Philippe Tarroux |
| 2007 | ILP | A Phase Transition-Based Perspective on Multiple Instance Kernels. | Romaric Gaudel, Michle Sebag, Antoine Cornujols |
| 2005 | IJCAI | Phase Transitions within Grammatical Inference. | Nicolas Pernot, Antoine Cornujols, Michle Sebag |
| 1989 | ICML | An Exploration Into Incremental Learning: the INFLUENCE System. | Antoine Cornujols |