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MLIA Team publications

  • Edouard Yvinec, Arnaud Dapogny, Matthieu Cord, Kevin Bailly. SPIQ: Data-Free Per-Channel Static Input Quantization. IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2023), Jan 2023, Waikoloa (Hawaii), United States. ⟨hal-03953685⟩
  • Thomas Fel, Rémi Cadène, Mathieu Chalvidal, Matthieu Cord, David Vigouroux, et al.. Look at the Variance! Efficient Black-box Explanations with Sobol-based Sensitivity Analysis. Conference on Neural Information Processing Systems (NeurIPS), Dec 2022, Sydney, Australia. ⟨hal-03473083⟩
  • Edouard Yvinec, Arnaud Dapogny, Matthieu Cord, Kevin Bailly. SInGE: Sparsity via Integrated Gradients Estimation of Neuron Relevance. Advances in Neural Information Processing Systems (NeurIPS 2022), Nov 2022, New Orleans, United States. ⟨hal-03953649⟩
  • Thomas Carta, Sylvain Lamprier, Pierre-Yves Oudeyer, Olivier Sigaud. EAGER: Asking and Answering Questions for Automatic Reward Shaping in Language-guided RL. NeurIPS 2022 - Thirty-sixth Conference on Neural Information Processing Systems, Nov 2022, Nouvelle-Orléans, United States. ⟨hal-03902423⟩
  • Léo Grinsztajn, Edouard Oyallon, Gaël Varoquaux. Why do tree-based models still outperform deep learning on typical tabular data?. NeurIPS 2022 Datasets and Benchmarks Track, Nov 2022, New Orleans, United States. ⟨hal-03723551v2⟩
  • Alexandre Rame, Matthieu Kirchmeyer, Thibaud Rahier, Alain Rakotomamonjy, Patrick Gallinari, et al.. Diverse Weight Averaging for Out-of-Distribution Generalization. Conference on Neural Information Processing Systems, Nov 2022, New-Orleans, United States. ⟨hal-03891267⟩
  • Mustafa Shukor, Guillaume Couairon, Matthieu Cord. Efficient Vision-Language Pretraining with Visual Concepts and Hierarchical Alignment. 33rd British Machine Vision Conference (BMVC), Nov 2022, London, United Kingdom. ⟨hal-03811336⟩
  • Jingang Qu, Thibault Faney, Ze Wang, Patrick Gallinari, Soleiman Yousef, et al.. HMOE: Hypernetwork-based Mixture of Experts for Domain Generalization. 2022. ⟨hal-03855006⟩
  • Vincent Le Guen, Clément Rambour, Nicolas Thome. Complementing Brightness Constancy with Deep Networks for Optical Flow Prediction. ECCV 2022, Oct 2022, Tel Aviv, Israel. ⟨10.1007/978-3-031-19803-8_8⟩. ⟨hal-03717740⟩
  • Elias Ramzi, Nicolas Audebert, Nicolas Thome, Clément Rambour, Xavier Bitot. Hierarchical Average Precision Training for Pertinent Image Retrieval. ECCV 2022, Oct 2022, Tel-Aviv, Israel. ⟨hal-03712933v2⟩
  • Yuan Yin, Matthieu Kirchmeyer, Jean-Yves Franceschi, Alain Rakotomamonjy, Patrick Gallinari. Continuous PDE Dynamics Forecasting with Implicit Neural Representations. 2022. ⟨hal-03792179⟩
  • Victoriya Kashtanova, Mihaela Pop, Ibrahim Ayed, Patrick Gallinari, Maxime Sermesant. APHYN-EP: Physics-based deep learning framework to learn and forecast cardiac electrophysiology dynamics. STACOM 2022 - 13th Workhop on Statistical Atlases and Computational Modelling of the Heart, Sep 2022, Singapore, Singapore. ⟨hal-03894974⟩
  • Florent Bonnet, Jocelyn Ahmed Mazari, Paola Cinella, Patrick Gallinari. AirfRANS: High Fidelity Computational Fluid Dynamics Dataset for Approximating Reynolds-Averaged Navier-Stokes Solutions. 36th Conference on Neural Information Processing Systems (NeurIPS 2022) Track on Datasets and Benchmarks, Nov 2022, New Orleans, United States. ⟨hal-03806092v2⟩
  • Maya Sahraoui, Marc Pignal, Régine Vignes Lebbe, Vincent Guigue. NEARSIDE: Structured kNowledge Extraction frAmework from SpecIes DEscriptions. Biodiversity Information Science and Standards, 2022, 6, ⟨10.3897/biss.6.94297⟩. ⟨hal-03897571⟩
  • Agnès Mustar, Sylvain Lamprier, Benjamin Piwowarski. IRnator: A Framework for Discovering Users Needs from Sets of Suggestions. ICTIR '22: The 2022 ACM SIGIR International Conference on the Theory of Information Retrieval, Aug 2022, Madrid Spain, France. pp.138-143, ⟨10.1145/3539813.3545152⟩. ⟨hal-03923274⟩
  • Vincent Grari, Sylvain Lamprier, Marcin Detyniecki. Fairness without the Sensitive Attribute via Causal Variational Autoencoder. Thirty-First International Joint Conference on Artificial Intelligence {IJCAI-22}, Jul 2022, Vienna, France. pp.696-702, ⟨10.24963/ijcai.2022/98⟩. ⟨hal-03923281⟩
  • Lucas Schott, Hatem Hajri, Sylvain Lamprier. Improving Robustness of Deep Reinforcement Learning Agents: Environment Attack based on the Critic Network. 2022 International Joint Conference on Neural Networks (IJCNN), Jul 2022, Padua, France. pp.1-8, ⟨10.1109/IJCNN55064.2022.9892901⟩. ⟨hal-03797085⟩
  • Jean-Yves Franceschi, Emmanuel de Bézenac, Ibrahim Ayed, Mickaël Chen, Sylvain Lamprier, et al.. A Neural Tangent Kernel Perspective of GANs. Thirty-ninth International Conference on Machine Learning, Jul 2022, Baltimore, MD, United States. . ⟨hal-03716574⟩
  • Evangelos Moschos, Alexandre Stegner, Briac Le Vu, Olivier Schwander. Real-Time Validation of Operational Ocean Models Via Eddy-Detecting Deep Neural Networks. IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium, Jul 2022, Kuala Lumpur, Malaysia. pp.8008-8011, ⟨10.1109/IGARSS46834.2022.9883253⟩. ⟨hal-03861094⟩
  • Matthieu Kirchmeyer, Yuan Yin, Jérémie Donà, Nicolas Baskiotis, Alain Rakotomamonjy, et al.. Generalizing to New Physical Systems via Context-Informed Dynamics Model. International Conference on Machine Learning, Jul 2022, Baltimore, France. ⟨hal-03547546v2⟩
  • Thibault Formal, Carlos Lassance, Benjamin Piwowarski, Stéphane Clinchant. From Distillation to Hard Negative Sampling. SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Jul 2022, Madrid, Spain. pp.2353-2359, ⟨10.1145/3477495.3531857⟩. ⟨hal-03736109⟩
  • Antoine Chaffin, Thomas Scialom, Sylvain Lamprier, Jacopo Staiano, Benjamin Piwowarski, et al.. Which Discriminator for Cooperative Text Generation?. SIGIR 2022 - 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Jul 2022, Madrid, Spain. pp.2360-2365, ⟨10.1145/3477495.3531858⟩. ⟨hal-03718429⟩
  • Pierre Erbacher, Ludovic Denoyer, Laure Soulier. Interactive Query Clarification and Refinement via User Simulation. SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Jul 2022, Madrid, Spain. pp.2420-2425, ⟨10.1145/3477495.3531871⟩. ⟨hal-03880709⟩
  • Victoriya Kashtanova, Ibrahim Ayed, Andony Arrieula, Mark Potse, Patrick Gallinari, et al.. Deep Learning for Model Correction in Cardiac Electrophysiological Imaging. MIDL 2022 - Medical Imaging with Deep Learning, Jul 2022, Zurich, Switzerland. ⟨hal-03687596⟩
  • Clément Rebuffel. Towards Controllable and Factual Data-to-Text Generation Models. Document and Text Processing. Sorbonne University, 2022. English. ⟨NNT : ⟩. ⟨tel-03764316⟩
  • Grégoire Sergeant-Perthuis, Jakob Maier, Joan Bruna, Edouard Oyallon. On Non-Linear operators for Geometric Deep Learning. 2022. ⟨hal-03711864⟩
  • Hanane Djeddal, Thomas Gerald, Laure Soulier, Karen Pinel-Sauvagnat, Lynda Tamine. Does Structure Matter? Leveraging Data-to-Text Generation for Answering Complex Information Needs -Abstract. CIRCLE'22: Conference of the Information Retrieval Communities in Europe, Jul 2022, Samatan, France. ⟨hal-03757579⟩
  • Laure Soulier, Thomas Gerald. Continual Learning of Long Topic Sequences in Neural Information Retrieval -abstract. CIRCLE'22: Conference of the Information Retrieval Communities in Europe, Jul 2022, Samatan, France. ⟨hal-03757587⟩
  • Florent Bartoccioni, Éloi Zablocki, Andrei Bursuc, Patrick Pérez, Matthieu Cord, et al.. LaRa: Latents and Rays for Multi-Camera Bird's-Eye-View Semantic Segmentation. CoRL 2022 - Conference on Robot Learning, Dec 2022, Auckland, New Zealand. pp.1-21. ⟨hal-03875582⟩
  • Arthur Douillard. Continual Learning for Computer Vision. Computer Vision and Pattern Recognition [cs.CV]. Sorbonne Université, 2022. English. ⟨NNT : 2022SORUS165⟩. ⟨tel-03872534⟩
  • Vincent Grari, Sylvain Lamprier, Marcin Detyniecki. Adversarial learning for counterfactual fairness. Machine Learning, 2022, ⟨10.1007/s10994-022-06206-8⟩. ⟨hal-03923289⟩
  • Leon Migus, Yuan Yin, Jocelyn Ahmed Mazari, Patrick Gallinari. MULTI-SCALE PHYSICAL REPRESENTATIONS FOR AP-PROXIMATING PDE SOLUTIONS WITH GRAPH NEU-RAL OPERATORS. ICLR 2022 Workshop on Geometrical and Topological Representation Learning, Apr 2022, En ligne, France. ⟨hal-03709247⟩
  • Florent Bonnet, Jocelyn Ahmed Mazari, Thibaut Munzer, Pierre Yser, Patrick Gallinari. An Extensible Benchmarking Graph-Mesh Dataset for Studying Steady-State Incompressible Navier-Stokes Equations. ICLR 2022 Workshop on Geometrical and Topological Representation Learning, Apr 2022, In remote, France. ⟨hal-03709263⟩
  • Matthieu Kirchmeyer, Alain Rakotomamonjy, Emmanuel de Bezenac, Patrick Gallinari. Mapping conditional distributions for domain adaptation under generalized target shift. International Conference on Learning Representations, Apr 2022, Virtual, Unknown Region. ⟨hal-03396183v3⟩
  • Jean-Baptiste Gaya, Laure Soulier, Ludovic Denoyer. learning a Subspace of Policies for Online Adaptation in Reinforcement Learning. International Conference of Learning Representations (ICLR)2022, Apr 2022, Virtual, France. ⟨hal-03826331⟩
  • Pierre-Alexandre Kamienny, Jean Tarbouriech, Sylvain Lamprier, Alessandro Lazaric, Ludovic Denoyer. Direct then Diffuse: Incremental Unsupervised Skill Discovery for State Covering and Goal Reaching. ICLR 2022, Apr 2022, Virtual, United States. 2022. ⟨hal-03923264⟩
  • Antoine Saporta. Domain Adaptation for Urban Scene Segmentation. Artificial Intelligence [cs.AI]. Sorbonne Université, 2022. English. ⟨NNT : 2022SORUS115⟩. ⟨tel-03886201⟩
  • Hanane Djeddal, Thomas Gérald, Laure Soulier, Karen Pinel-Sauvagnat, Lynda Tamine. Does Structure Matter? Leveraging Data-to-Text Generation for Answering Complex Information Needs. 44th European Conference on Information Retrieval (ECIR 2022), Apr 2022, Stavanger, Norway. ⟨10.48550/arXiv.2112.04344⟩. ⟨hal-03563311⟩
  • Thibault Formal, Benjamin Piwowarski, Stéphane Clinchant. Match Your Words! A Study of Lexical Matching in Neural Information Retrieval. European Conference on Information Retrieval, Apr 2022, Stavenger, Norway. pp.120-127, ⟨10.1007/978-3-030-99739-7_14⟩. ⟨hal-03736112⟩
  • Thomas Gerald, Laure Soulier. Continual Learning of Long Topic Sequences in Neural Information Retrieval. 44th European Conference on Information Retrieval (ECIR 2022), Apr 2022, Stavanger, Norway. ⟨hal-03563308⟩
  • Benjamin Piwowarski, Florian Boudin, Gaël Dias, Jean-Pierre Chevallet, José G. Moreno, et al.. Actes de la 3ème journée : Technologies du langage humain et accès interactif à l'information (avril 2022). pp.1-36, 2022. ⟨hal-03946132⟩
  • Jean-Yves Franceschi. Representation Learning and Deep Generative Modeling in Dynamical Systems. Machine Learning [cs.LG]. Sorbonne Université, 2022. English. ⟨NNT : 2022SORUS014⟩. ⟨tel-03591720⟩
  • Edouard Yvinec, Arnaud Dapogny, Matthieu Cord, Kevin Bailly. RED++ : Data-Free Pruning of Deep Neural Networks via Input Splitting and Output Merging. IEEE Transactions on Pattern Analysis and Machine Intelligence, In press, pp.1-1. ⟨10.1109/TPAMI.2022.3179616⟩. ⟨hal-03706162⟩
  • Jérémie Donà, Marie Déchelle, Marina Lévy, Patrick Gallinari. Constrained physical-statistics models for dynamical system identification and prediction. ICLR 2022 - The Tenth International Conference on Learning Representations, Apr 2022, virtual event, France. ⟨hal-03739574⟩
  • Sylvain Lamprier, Thomas Scialom, Antoine Chaffin, Vincent Claveau, Ewa Kijak, et al.. Generative Cooperative Networks for Natural Language Generation. ICML 2022 - 39th International Conference on Machine Learning, Jul 2022, Baltimore, MD, United States. pp.11891--11905. ⟨hal-03736116⟩
  • Jean-Yves Franceschi, Emmanuel de Bézenac, Ibrahim Ayed, Mickaël Chen, Sylvain Lamprier, et al.. A Neural Tangent Kernel Perspective of GANs. 39th International Conference on Machine Learning, International Machine Learning Society, Jul 2022, Baltimore, MD, United States. pp.6660-6704. ⟨hal-03254591v5⟩
  • Agnès Mustar, Sylvain Lamprier, Benjamin Piwowarski. On the Study of Transformers for Query Suggestion. ACM Transactions on Information Systems, 2022, 40 (1), pp.18. ⟨10.1145/3470562⟩. ⟨hal-03541893⟩
  • Antoine Chaffin, Thomas Scialom, Sylvain Lamprier, Jacopo Staiano, Benjamin Piwowarski, et al.. Choisir le bon co-équipier pour la génération coopérative de texte. TALN 2022 - 29e conférence sur le Traitement Automatique des Langues Naturelles, Jun 2022, Avignon, France. pp.12-26. ⟨hal-03701506⟩
  • Jingang Qu, Thibault Faney, Jean-Charles de Hemptinne, Soleiman Yousef, Patrick Gallinari. PTFlash : A vectorized and parallel deep learning framework for two-phase flash calculation. Fuel, 2022, 331, Part 1, pp.125603. ⟨10.1016/j.fuel.2022.125603⟩. ⟨hal-03659647v3⟩
  • Flavienne Bruyant, Rémi Amiraux, Marie-Pier Amyot, Philippe Archambault, Lise Artigue, et al.. The Green Edge cruise: investigating the marginal ice zone processes during late spring and early summer to understand the fate of the Arctic phytoplankton bloom. Earth System Science Data, 2022, 14, pp.4607-4642. ⟨10.5194/essd-14-4607-2022⟩. ⟨insu-03863335⟩