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Gradient Descent on Infinitely Wide Neural Networks: Global Convergence and Generalization

Francis Bach , Lénaïc Chizat
International Congress of Mathematicians, 2022, Saint-Petersbourg, Russia
Conference papers hal-03379011v1
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A Lightweight Goal-Based model for Trajectory Prediction

Amina Ghoul , Kaouther Messaoud , Itheri Yahiaoui , Anne Verroust-Blondet , Fawzi Nashashibi et al.
IEEE International Conference on Intelligent Transportation Systems (ITSC), 2022, Macau, China. ⟨10.1109/ITSC55140.2022.9922288⟩
Conference papers hal-03790468v1
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OSLO: On-the-Sphere Learning for Omnidirectional images and its application to 360-degree image compression

Navid Mahmoudian Bidgoli , Roberto Azevedo , Thomas Maugey , Aline Roumy , Pascal Frossard et al.
IEEE Transactions on Image Processing, 2022, pp.1-16
Journal articles hal-03833562v1
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Towards a Governance Framework for Brain Data

Marcello Ienca , Joseph J Fins , Ralf J Jox , Fabrice Jotterand , Silja Voeneky et al.
Neuroethics, 2022, 15, pp.20. ⟨10.1007/s12152-022-09498-8⟩
Journal articles hal-03956305v1
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ICLR 2022 Challenge for Computational Geometry & Topology: Design and Results

Adele Myers , Saiteja Utpala , Shubham Talbar , Sophia Sanborn , Christian Shewmake et al.
Proceedings of Machine Learning Research, 2022, Topological, Algebraic and Geometric Learning Workshops 2022, 196, pp.269-276. ⟨10.5281/zenodo.6554616⟩
Journal articles hal-03903044v1
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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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D-Cliques: Compensating for Data Heterogeneity with Topology in Decentralized Federated Learning

Aurélien Bellet , Anne-Marie Kermarrec , Erick Lavoie
41st International Symposium on Reliable Distributed Systems (SRDS), 2022, Vienna, Austria
Conference papers hal-03905085v1
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Stabilization of the linearized water tank system

Jean-Michel Coron , Amaury Hayat , Shengquan Xiang , Christophe Zhang
Archive for Rational Mechanics and Analysis, 2022, ⟨10.1007/s00205-022-01778-0⟩
Journal articles hal-03161523v2
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Stability of optimal traffic plans in the irrigation problem

Maria Colombo , Antonio de Rosa , Andrea Marchese , Paul Pegon , Antoine Prouff et al.
Discrete and Continuous Dynamical Systems - Series A, In press, ⟨10.3934/dcds.2021167⟩
Journal articles hal-02519237v2
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Computation of the self-diffusion coefficient with low-rank tensor methods: application to the simulation of a cross-diffusion system

Jad Dabaghi , Virginie Ehrlacher , Christoph Strössner
Preprints, Working Papers, ... hal-03441986v2
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A Component-Based Data Assimilation Strategy with Applications to Vascular Flows

Duc-Quang Bui , Pierre Mollo , Fabio Nobile , Tommaso Taddei
ESAIM: Proceedings and Surveys, In press
Journal articles hal-03884154v1
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Tensor approximation of the self-diffusion matrix of tagged particle processes

Jad Dabaghi , Virginie Ehrlacher , Christoph Strössner
Preprints, Working Papers, ... hal-03635205v2
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Fredholm backstepping for critical operators and application to rapid stabilization for the linearized water waves

Ludovick Gagnon , Amaury Hayat , Shengquan Xiang , Christophe Zhang
Preprints, Working Papers, ... hal-03892656v1
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Discrete logarithms in quasi-polynomial time in finite fields of fixed characteristic

Thorsten Kleinjung , Benjamin Wesolowski
Journal of the American Mathematical Society, 2022, 35, pp.581-624. ⟨10.1090/jams/985⟩
Journal articles hal-03347994v1
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Refined Convergence and Topology Learning for Decentralized SGD with Heterogeneous Data

Batiste Le Bars , Aurélien Bellet , Marc Tommasi , Erick Lavoie , Anne-Marie Kermarrec et al.
Preprints, Working Papers, ... hal-03905091v1
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A survey on multi-player bandits

Etienne Boursier , Vianney Perchet
Preprints, Working Papers, ... hal-03941302v1
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FLeet: Online Federated Learning via Staleness Awareness and Performance Prediction

Georgios Damaskinos , Rachid Guerraoui , Anne-Marie Kermarrec , Vlad Nitu , Rhicheek Patra et al.
ACM Transactions on Intelligent Systems and Technology, 2022, 13 (5), pp.1-30. ⟨10.1145/3527621⟩
Journal articles hal-03906055v1
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Asymptotic models of the diffusion MRI signal accounting for geometrical deformations

Zheyi Yang , Imen Mekkaoui , Jan Hesthaven , Jing-Rebecca Li
Preprints, Working Papers, ... hal-03939649v1
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Lipschitz Continuity of the Schrödinger Map in Entropic Optimal Transport

Guillaume Carlier , Lénaïc Chizat , Maxime Laborde
Preprints, Working Papers, ... hal-03793562v1
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Acceleration of Gossip Algorithms through the Euler-Poisson-Darboux Equation

Raphaël Berthier , Mufan Bill Li
Preprints, Working Papers, ... hal-03582008v1
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No-Regret Learning in Games with Noisy Feedback: Faster Rates and Adaptivity via Learning Rate Separation

Yu-Guan Hsieh , Kimon Antonakopoulos , Volkan Cevher , Panayotis Mertikopoulos
NeurIPS 2022 - 36th International Conference on Neural Information Processing Systems, Nov 2022, New Orleans, United States
Conference papers hal-03694134v1
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On the symmetries in the dynamics of wide two-layer neural networks

Karl Hajjar , Lenaic Chizat
Preprints, Working Papers, ... hal-03829400v4
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Attention-Guided Generative Adversarial Network for Explainable Thermal to Visible Face Recognition

Cunjian Chen , David Anghelone , Philippe Faure , Antitza Dantcheva
IEEE International joint conference on biometrics, Oct 2022, Abu Dhabi, United Arab Emirates
Conference papers hal-03936358v1
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Learning in games from a stochastic approximation viewpoint

Panayotis Mertikopoulos , Ya-Ping Hsieh , Volkan Cevher
Preprints, Working Papers, ... hal-03874012v1
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Evocube: a Genetic Labeling Framework for Polycube-Maps

Corentin Dumery , François Protais , Sébastien Mestrallet , Christophe Bourcier , Franck Ledoux et al.
Computer Graphics Forum, In press, ⟨10.1111/cgf.14649⟩
Journal articles hal-03657779v3
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Differentiated consistency for worldwide gossips

Davide Frey , Achour Mostefaoui , Matthieu Perrin , Pierre-Louis Roman , Francois Taiani et al.
IEEE Transactions on Parallel and Distributed Systems, 2022, 34 (1), pp.1-15. ⟨10.1109/TPDS.2022.3209150⟩
Journal articles hal-03797554v1
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Physics-informed deep neural network for rigid-body protein docking

Freyr Sverrisson , Jean Feydy , Joshua Southern , Michael M Bronstein , Bruno E Correia et al.
MLDD 2022 - Machine Learning for Drug Discovery Workshop of ICLR 2022, Apr 2022, Virtual conference, France
Conference papers hal-03949198v1
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New advances to prepare GYSELA-X code for exascale global gyrokinetic plasma turbulence simulations: porting on GPU and ARM architectures

Virginie Grandgirard , Kevin Obrejan , Dorian Midou , Y Asahi , P-E Bernard et al.
PASC22 - Conderence on The Platform for Advanced Scientific Computing, the Association for Computing Machinery (ACM); the Swiss National Supercomputing Centre (CSCS), Jun 2022, Bâle (virtual event), Switzerland. pp.1-21
Conference papers cea-03740685v1
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Lyapunov functions and finite time stabilization in optimal time for homogeneous linear and quasilinear hyperbolic systems

Jean-Michel Coron , Hoai-Minh Nguyen
Annales de l'Institut Henri Poincaré C, Analyse non linéaire, 2022, 39 (5), pp.1235-1260
Journal articles hal-02895516v1
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The Spectral Bias of Polynomial Neural Networks

Moulik Choraria , Leello Dadi , Grigorios G. Chrysos , Julien Mairal , Volkan Cevher et al.
ICLR 2022 - International Conference on Learning Representations, Apr 2022, Virtual, France. pp.1-30
Conference papers hal-03878338v1