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Unifying GANs and Score-Based Diffusion as Generative Particle Models

Jean-Yves Franceschi , Mike Gartrell , Ludovic Dos Santos , Thibaut Issenhuth , Emmanuel de Bézenac , et al.
Thirty-seventh Conference on Neural Information Processing Systems, Neural Information Processing Systems Foundation, Dec 2023, New Orleans, LA, United States
Communication dans un congrès hal-04107806v3
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PDE-Driven Spatiotemporal Disentanglement

Jérémie Donà , Jean-Yves Franceschi , Sylvain Lamprier , Patrick Gallinari
The Ninth International Conference on Learning Representations, International Conference on Representation Learning, May 2021, Vienne, Austria
Communication dans un congrès hal-02911067v3
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PDE-Driven Spatiotemporal Disentanglement

Jérémie Donà , Jean-Yves Franceschi , Sylvain Lamprier , Patrick Gallinari
The Ninth International Conference on Learning Representations, May 2021, Vienne (virtual), Austria.
Poster de conférence hal-03181039v1
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Unifying GANs and Score-Based Diffusion as Generative Particle Models

Jean-Yves Franceschi , Mike Gartrell , Ludovic Dos Santos , Thibaut Issenhuth , Emmanuel de Bézenac , et al.
Alice Oh; Tristan Naumann; Amir Globerson; Kate Saenko; Moritz Hardt; Sergey Levine. 37th Conference on Neural Information Processing Systems, Dec 2023, New Orleans, United States. Curran Associates, Inc., Advances in Neural Information Processing Systems, 36, 2023
Poster de conférence hal-04322365v1
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A Neural Tangent Kernel Perspective of GANs

Jean-Yves Franceschi , Emmanuel de Bézenac , Ibrahim Ayed , Mickaël Chen , Sylvain Lamprier , et al.
39th International Conference on Machine Learning, International Machine Learning Society, Jul 2022, Baltimore, MD, United States. pp.6660-6704
Communication dans un congrès hal-03254591v5
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A Neural Tangent Kernel Perspective of GANs

Jean-Yves Franceschi , Emmanuel de Bézenac , Ibrahim Ayed , Mickaël Chen , Sylvain Lamprier , et al.
Thirty-ninth International Conference on Machine Learning, Jul 2022, Baltimore, MD, United States.
Poster de conférence hal-03716574v1
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Unsupervised Scalable Representation Learning for Multivariate Time Series

Jean-Yves Franceschi , Aymeric Dieuleveut , Martin Jaggi
Thirty-third Conference on Neural Information Processing Systems, Neural Information Processing Systems Foundation, Dec 2019, Vancouver, Canada. pp.4650--4661
Communication dans un congrès hal-01998101v4
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Robustness of classifiers to uniform $\ell_p$ and Gaussian noise

Jean-Yves Franceschi , Alhussein Fawzi , Omar Fawzi
Twenty-first International Conference on Artificial Intelligence and Statistics, Apr 2018, Playa Blanca, Spain. pp.1280-1288
Communication dans un congrès hal-01715012v1
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Representation Learning and Deep Generative Modeling in Dynamical Systems

Jean-Yves Franceschi
Machine Learning [cs.LG]. Sorbonne Université, 2022. English. ⟨NNT : 2022SORUS014⟩
Thèse tel-03591720v1
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Continuous PDE Dynamics Forecasting with Implicit Neural Representations

Yuan Yin , Matthieu Kirchmeyer , Jean-Yves Franceschi , Alain Rakotomamonjy , Patrick Gallinari
The Eleventh International Conference on Learning Representations, May 2023, Kigali, Rwanda.
Poster de conférence hal-04081163v1
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Continuous PDE Dynamics Forecasting with Implicit Neural Representations

Yuan Yin , Matthieu Kirchmeyer , Jean-Yves Franceschi , Alain Rakotomamonjy , Patrick Gallinari
The Eleventh International Conference on Learning Representations, International Conference on Representation Learning, May 2023, Kigali, Rwanda
Communication dans un congrès hal-03792179v2
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Stochastic Latent Residual Video Prediction

Jean-Yves Franceschi , Edouard Delasalles , Mickaël Chen , Sylvain Lamprier , Patrick Gallinari
Thirty-seventh International Conference on Machine Learning, International Machine Learning Society, Jul 2020, Vienne, Austria. pp.3233--3246
Communication dans un congrès hal-02484182v4
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Unsupervised Scalable Representation Learning for Multivariate Time Series

Jean-Yves Franceschi , Aymeric Dieuleveut , Martin Jaggi
Hanna Wallach; Hugo Larochelle; Alina Beygelzimer; Florence d'Alché-Buc; Emily Fox; Roman Garnett. Thirty-third Conference on Neural Information Processing Systems, Dec 2019, Vancouver, Canada. Curran Associates, Inc., 32, Advances in Neural Information Processing Systems
Poster de conférence hal-02320167v2
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Exploring 3D-aware Latent Spaces for Efficiently Learning Numerous Scenes

Antoine Schnepf , Karim Kassab , Jean-Yves Franceschi , Laurent Caraffa , Flavian Vasile , et al.
2024
Pré-publication, Document de travail hal-04509207v1
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RefinedFields: Radiance Fields Refinement for Unconstrained Scenes

Karim Kassab , Antoine Schnepf , Jean-Yves Franceschi , Laurent Caraffa , Jeremie Mary , et al.
2023
Pré-publication, Document de travail hal-04318414v3