| 2025 | ICASSP | Targeted Data Poisoning for Black-Box Audio Datasets Ownership Verification. | Wassim Bouaziz, El-Mahdi El-Mhamdi, Nicolas Usunier |
| 2025 | ICLR | Data Taggants: Dataset Ownership Verification Via Harmless Targeted Data Poisoning. | Wassim Bouaziz, Nicolas Usunier, El-Mahdi El-Mhamdi |
| 2023 | ICLR | Contextual bandits with concave rewards, and an application to fair ranking. | Virginie Do, Elvis Dohmatob, Matteo Pirotta, Alessandro Lazaric, Nicolas Usunier |
| 2023 | IJCAI | Online Certification of Preference-Based Fairness for Personalized Recommender Systems (Extended Abstract). | Virginie Do, Sam Corbett-Davies, Jamal Atif, Nicolas Usunier |
| 2022 | AAAI | Online Certification of Preference-Based Fairness for Personalized Recommender Systems. | Virginie Do, Sam Corbett-Davies, Jamal Atif, Nicolas Usunier |
| 2022 | ICLR | Gradient Matching for Domain Generalization. | Yuge Shi, Jeffrey Seely, Philip H. S. Torr, Siddharth Narayanaswamy, Awni Y. Hannun, Nicolas Usunier, Gabriel Synnaeve |
| 2022 | SIGIR | Optimizing Generalized Gini Indices for Fairness in Rankings. | Virginie Do, Nicolas Usunier |
| 2021 | IJCAI | Online Selection of Diverse Committees. | Virginie Do, Jamal Atif, Jrme Lang, Nicolas Usunier |
| 2020 | ECCV | End-to-End Object Detection with Transformers. | Nicolas Carion, Francisco Massa, Gabriel Synnaeve, Nicolas Usunier, Alexander Kirillov, Sergey Zagoruyko |
| 2020 | ICLR | Tensor Decompositions for Temporal Knowledge Base Completion. | Timothe Lacroix, Guillaume Obozinski, Nicolas Usunier |
| 2020 | ICML | Fully Parallel Hyperparameter Search: Reshaped Space-Filling. | Marie-Liesse Cauwet, Camille Couprie, Julien Dehos, Pauline Luc, Jrmy Rapin, Morgane Rivire, Fabien Teytaud, Olivier Teytaud, Nicolas Usunier |
| 2020 | ICML | Growing Action Spaces. | Gregory Farquhar, Laura Gustafson, Zeming Lin, Shimon Whiteson, Nicolas Usunier, Gabriel Synnaeve |
| 2019 | ICASSP | To Reverse the Gradient or Not: an Empirical Comparison of Adversarial and Multi-task Learning in Speech Recognition. | Yossi Adi, Neil Zeghidour, Ronan Collobert, Nicolas Usunier, Vitaliy Liptchinsky, Gabriel Synnaeve |
| 2019 | ICLR | Value Propagation Networks. | Nantas Nardelli, Gabriel Synnaeve, Zeming Lin, Pushmeet Kohli, Philip H. S. Torr, Nicolas Usunier |
| 2018 | ICASSP | Learning Filterbanks from Raw Speech for Phone Recognition. | Neil Zeghidour, Nicolas Usunier, Iasonas Kokkinos, Thomas Schatz, Gabriel Synnaeve, Emmanuel Dupoux |
| 2018 | ICML | Canonical Tensor Decomposition for Knowledge Base Completion. | Timothe Lacroix, Nicolas Usunier, Guillaume Obozinski |
| 2018 | Interspeech | End-to-End Speech Recognition from the Raw Waveform. | Neil Zeghidour, Nicolas Usunier, Gabriel Synnaeve, Ronan Collobert, Emmanuel Dupoux |
| 2017 | ICASSP | How should we evaluate supervised hashing? | Alexandre Sablayrolles, Matthijs Douze, Nicolas Usunier, Herv Jgou |
| 2017 | ICCV | Dense and Low-Rank Gaussian CRFs Using Deep Embeddings. | Siddhartha Chandra, Nicolas Usunier, Iasonas Kokkinos |
| 2017 | ICLR | Improving Neural Language Models with a Continuous Cache. | Edouard Grave, Armand Joulin, Nicolas Usunier |
| 2017 | ICLR | Episodic Exploration for Deep Deterministic Policies for StarCraft Micromanagement. | Nicolas Usunier, Gabriel Synnaeve, Zeming Lin, Soumith Chintala |
| 2017 | ICML | Parseval Networks: Improving Robustness to Adversarial Examples. | Moustapha Ciss, Piotr Bojanowski, Edouard Grave, Yann N. Dauphin, Nicolas Usunier |
| 2016 | Interspeech | Joint Learning of Speaker and Phonetic Similarities with Siamese Networks. | Neil Zeghidour, Gabriel Synnaeve, Nicolas Usunier, Emmanuel Dupoux |
| 2016 | RecSys | A Coverage-Based Approach to Recommendation Diversity On Similarity Graph. | Shameem Puthiya Parambath, Nicolas Usunier, Yves Grandvalet |
| 2016 | SIGIR | Constructing and Mining Web-scale Knowledge Graphs. | Evgeniy Gabrilovich, Nicolas Usunier |
| 2015 | EMNLP | Composing Relationships with Translations. | Alberto Garca-Durn, Antoine Bordes, Nicolas Usunier |
| 2015 | IDA | On Binary Reduction of Large-Scale Multiclass Classification Problems. | Bikash Joshi, Massih-Reza Amini, Ioannis Partalas, Liva Ralaivola, Nicolas Usunier, ric Gaussier |
| 2013 | EMNLP | Connecting Language and Knowledge Bases with Embedding Models for Relation Extraction. | Jason Weston, Antoine Bordes, Oksana Yakhnenko, Nicolas Usunier |
| 2012 | RecSys | Ranking with non-random missing ratings: influence of popularity and positivity on evaluation metrics. | Bruno Pradel, Nicolas Usunier, Patrick Gallinari |
| 2011 | ICML | Learning Scoring Functions with Order-Preserving Losses and Standardized Supervision. | David Buffoni, Clment Calauznes, Patrick Gallinari, Nicolas Usunier |
| 2011 | IJCAI | WSABIE: Scaling Up to Large Vocabulary Image Annotation. | Jason Weston, Samy Bengio, Nicolas Usunier |
| 2011 | KDD | A case study in a recommender system based on purchase data. | Bruno Pradel, Savaneary Sean, Julien Delporte, Sbastien Gurif, Cline Rouveirol, Nicolas Usunier, Franoise Fogelman-Souli, Frdric Dufau-Jol |
| 2011 | SIGIR | Transductive learning over automatically detected themes for multi-document summarization. | Massih-Reza Amini, Nicolas Usunier |
| 2010 | GLOBECOM | Predicting Critical Intradomain Routing Events. | Amelie Medem Kuatse, Renata Teixeira, Nicolas Usunier |
| 2010 | ICML | Label Ranking under Ambiguous Supervision for Learning Semantic Correspondences. | Antoine Bordes, Nicolas Usunier, Jason Weston |
| 2010 | SIGIR | Combining coregularization and consensus-based self-training for multilingual text categorization. | Massih-Reza Amini, Cyril Goutte, Nicolas Usunier |
| 2009 | ICML | Ranking with ordered weighted pairwise classification. | Nicolas Usunier, David Buffoni, Patrick Gallinari |
| 2009 | SIGIR | Incorporating prior knowledge into a transductive ranking algorithm for multi-document summarization. | Massih-Reza Amini, Nicolas Usunier |
| 2005 | CIKM | Learning to summarise XML documents using content and structure. | Massih-Reza Amini, Anastasios Tombros, Nicolas Usunier, Mounia Lalmas, Patrick Gallinari |
| 2005 | ECIR | Automatic Text Summarization Based on Word-Clusters and Ranking Algorithms. | Massih-Reza Amini, Nicolas Usunier, Patrick Gallinari |