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No-regret learning and mixed Nash equilibria: They do not mix

Lampros Flokas , Emmanouil Vasileios Vlatakis-Gkaragkounis , Thanasis Lianeas , Panayotis Mertikopoulos , Georgios Piliouras et al.
NeurIPS 2020 - 34th International Conference on Neural Information Processing Systems, Dec 2020, Vancouver, Canada. pp.1-24
Conference papers hal-03043763v1
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A Principle of Least Action for the Training of Neural Networks

Skander Karkar , Ibrahim Ayed , Emmanuel de Bezenac , Patrick Gallinari
ECML PKDD, Sep 2020, Ghent, Belgium
Conference papers hal-03038615v1
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Multi-source Domain Adaptation via Weighted Joint Distributions Optimal Transport

Rosanna Turrisi , Rémi Flamary , Alain Rakotomamonjy , Massimiliano Pontil
2020
Preprints, Working Papers, ... hal-02877779v1
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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.
Conference poster hal-03181039v1
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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
Conference papers hal-02911067v3
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Differentiable Feature Selection, a Reparameterization Approach

Jérémie Dona , Patrick Gallinari
ECML PDKK 2021, Sep 2021, Virtual, France
Conference papers hal-03291389v1
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A survey on multi-player bandits

Etienne Boursier , Vianney Perchet
2022
Preprints, Working Papers, ... hal-03941302v1
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A Discrete RKHS Standpoint for Nyström MMD

Farah Cherfaoui , Hachem Kadri , Sandrine Anthoine , Liva Ralaivola
2022
Preprints, Working Papers, ... hal-03651849v1
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Sifting through the noise: Universal first-order methods for stochastic variational inequalities

Kimon Antonakopoulos , Thomas Pethick , Ali Kavis , Panayotis Mertikopoulos , Volkan Cevher et al.
NeurIPS 2021 - 35th International Conference on Neural Information Processing Systems, Dec 2021, Virtual, Unknown Region. pp.1-39
Conference papers hal-03357714v1
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An Extensible Benchmarking Graph-Mesh Dataset for Studying Steady-State Incompressible Navier-Stokes Equations

Florent Bonnet , Jocelyn Ahmed Mazari , Thibaut Munzer , Pierre Yser , Patrick Gallinari et al.
ICLR 2022 Workshop on Geometrical and Topological Representation Learning, Apr 2022, In remote, France
Conference papers hal-03709263v1
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Adaptive learning in continuous games: Optimal regret bounds and convergence to Nash equilibrium

Yu-Guan Hsieh , Kimon Antonakopoulos , Panayotis Mertikopoulos
COLT 2021 - the 34th Annual Conference on Learning Theory, Aug 2021, Boulder, United States. pp.1-34
Conference papers hal-03342410v1
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QLSD: Quantised Langevin Stochastic Dynamics for Bayesian Federated Learning

Maxime Vono , Vincent Plassier , Alain Durmus , Aymeric Dieuleveut , Eric Moulines et al.
International Conference on Artificial Intelligence and Statistics, 2022, Online, France
Conference papers hal-03589952v1
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HMOE: Hypernetwork-based Mixture of Experts for Domain Generalization

Jingang Qu , Thibault Faney , Ze Wang , Patrick Gallinari , Soleiman Yousef et al.
2022
Preprints, Working Papers, ... hal-03855006v1
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Regularized Contextual Bandits

Xavier Fontaine , Quentin Berthet , Vianney Perchet
The 22nd International Conference on Artificial Intelligence and Statistics (AISTATS) 2019, Apr 2019, Naha, Japan
Conference papers hal-02457917v1

Learning in repeated auctions

Thomas Nedelec , Clément Calauzènes , Noureddine El Karoui , Vianney Perchet
2020
Preprints, Working Papers, ... hal-03089800v1
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Approachability of convex sets in generalized quitting games

János Flesch , Rida Laraki , Vianney Perchet
Conference On Learning Theory, Jun 2016, New York, United States
Conference papers hal-01373174v1

Separating Retention from Extraction in the Evaluation of End-to-end Relation Extraction

Bruno Taillé , Vincent Guigue , Geoffrey Scoutheeten , Patrick Gallinari
EMNLP 2021, Nov 2021, Punta Cana (online), Dominican Republic. pp.10438-10449
Conference papers hal-03480371v1
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Online convex optimization in wireless networks and beyond: The feedback -performance trade-off

Elena Veronica Belmega , Panayotis Mertikopoulos , Romain Negrel
RAWNET 2022 - International Workshop on Resource Allocation and Cooperation in Wireless Networks, Sep 2022, Turin, Italy. pp.1-8
Conference papers hal-03737125v2
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Diffusive limit approximation of pure jump optimal ergodic control problems

Marc Abeille , Bruno Bouchard , Lorenzo Croissant
2022
Preprints, Working Papers, ... hal-03792090v1
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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.
Conference poster hal-03716574v1
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Reallocation with priorities and minimal envy mechanisms

Julien Combe
Economic Theory, In press, ⟨10.1007/s00199-022-01465-x⟩
Journal articles hal-03951678v1
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UnderGrad: A universal black-box optimization method with almost dimension-free convergence rate guarantees

Kimon Antonakopoulos , Dong Quan Vu , Vokan Cevher , Kfir Yehuda Levy , Panayotis Mertikopoulos et al.
ICML 2022 - 39th International Conference on Machine Learning, Jul 2022, Baltimore, United States. pp.1-31
Conference papers hal-03874041v1
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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
Conference papers hal-03254591v5
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Bounding and Approximating Intersectional Fairness through Marginal Fairness

Mathieu Molina , Patrick Loiseau
NeurIPS 2022 - 36th Conference on Neural Information Processing Systems, Nov 2022, New Orleans, United States. pp.1-32
Conference papers hal-03827777v1
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Explore Aggressively, Update Conservatively: Stochastic Extragradient Methods with Variable Stepsize Scaling

Yu-Guan Hsieh , Franck Iutzeler , Jérôme Malick , Panayotis Mertikopoulos
NeurIPS '20 - 34th International Conference on Neural Information Processing Systems, Dec 2020, Vancouver / Virtual, Canada. pp.16223--16234
Conference papers hal-03002844v1
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Self-Concordant Analysis of Generalized Linear Bandits with Forgetting

Yoan Russac , Louis Faury , Olivier Cappé , Aurélien Garivier
AISTATS 2021 - International Conference on Artificial Intelligence and Statistics, Apr 2021, San Diego / Virtual, United States
Conference papers hal-02984117v2

A differential game on Wasserstein space. Application to weak approachability with partial monitoring

Vianney Perchet , Marc Quincampoix
Journal of Dynamics and Games, 2019
Journal articles hal-03089560v1

Robust Stackelberg buyers in repeated auctions

Clément Calauzènes , Thomas Nedelec , Vianney Perchet , Noureddine El Karoui
dInternational Conference on Artificial Intelligence and Statistics, 2020, virtual, France
Conference papers hal-03089777v1
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PARENTing via Model-Agnostic Reinforcement Learning to Correct Pathological Behaviors in Data-to-Text Generation

Clément Rebuffel , Laure Soulier , Geoffrey Scoutheeten , Patrick Gallinari
Proceedings of the 13th International Conference on Natural Language Generation, INLG 2020, Dec 2020, Dublin, Ireland
Conference papers hal-03479883v1
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Scalable ridge Leverage score sampling for the Nyström method

Farah Cherfaoui , Hachem Kadri , Liva Ralaivola
ICASSP, May 2022, Singapour, Singapore
Conference papers hal-03597111v1