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Une nouvelle représentation de la polysomnographie par technique de machine learning non supervisée

G. Solelhac , M. Brigham , C. Marini , P. Bouchequet , M. Chennaoui et al.
Médecine du sommeil, 2018, 15 (1), pp.49. ⟨10.1016/j.msom.2018.01.132⟩
Journal articles hal-02160292v1
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D-Cliques: Compensating for Data Heterogeneity with Topology in Decentralized Federated Learning

Aurélien Bellet , Anne-Marie Kermarrec , Erick Lavoie
2021
Preprints, Working Papers, ... hal-03498160v1
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Optimal Transport for Data Fusion in Remote Sensing

Nicolas Courty , Rémi Flamary , Devis Tuia , Thomas Corpetti
IGARSS, Jul 2016, Beijing, China
Conference papers hal-01377234v1
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Individual Brain Charting dataset extension, second release of high-resolution fMRI data for cognitive mapping

Ana Luísa Pinho , Alexis Amadon , Baptiste Gauthier , Nicolas Clairis , André Knops et al.
Scientific Data , In press, ⟨10.1038/s41597-020-00670-4⟩
Journal articles hal-02973046v1
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Toward Trustworthy AI Development: Mechanisms for Supporting Verifiable Claims

Miles Brundage , Shahar Avin , Jasmine Wang , Haydn Belfield , Gretchen Krueger et al.
2020
Preprints, Working Papers, ... hal-03065927v1
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Compressive Spectral Clustering Toolbox

Nicolas Tremblay , Gilles Puy , Rémi Gribonval , Pierre Vandergheynst
Software hal-02960679v1
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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.
2022
Preprints, Working Papers, ... hal-03905091v1
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Personalized and Private Peer-to-Peer Machine Learning

Aurélien Bellet , Rachid Guerraoui , Mahsa Taziki , Marc Tommasi
AISTATS 2018 - 21st International Conference on Artificial Intelligence and Statistics, Apr 2018, Lanzarote, Spain. pp.1-20
Conference papers hal-01745796v1
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Joint Anomaly Detection and Spectral Unmixing for Planetary Hyperspectral Images

Sina Nakhostin , Harold Clenet , Thomas Corpetti , Nicolas Courty
IEEE Transactions on Geoscience and Remote Sensing, 2016, 54 (12), pp.6879 - 6894. ⟨10.1109/TGRS.2016.2586188⟩
Journal articles hal-01377230v1

Combinatorial Penalties: Which structures are preserved by convex relaxations?

Marwa El Halabi , Francis Bach , Volkan Cevher
AISTATS 2018 - 22nd International Conference on Artificial Intelligence and Statistics, Apr 2018, Canary Islands, Spain
Conference papers hal-01652151v1
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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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FeGAN: Scaling Distributed GANs

Rachid Guerraoui , Arsany Guirguis , Anne-Marie Kermarrec , Erwan Le Merrer
ACM/IFIP Middleware 2020 - Annual ACM/IFIP Middleware conference, Dec 2020, Delft / Virtual, Netherlands. ⟨10.1145/3423211.3425688⟩
Conference papers hal-03118260v1
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GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation

Sina Sajadmanesh , Ali Shahin Shamsabadi , Aurélien Bellet , Daniel Gatica-Perez
USENIX Security 2023 - 32nd USENIX Security Symposium, Aug 2023, Anaheim, United States
Conference papers hal-03905068v1
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Overcoming the curse of dimensionality with Laplacian regularization in semi-supervised learning

Vivien Cabannes , Loucas Pillaud-Vivien , Francis Bach , Alessandro Rudi
NeurIPS 2021 - Thirty-fifth conference on Neural Information Processing Systems (NeurIPS), Dec 2021, Online, Unknown Region
Conference papers hal-03454809v1
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Fast and Differentially Private Algorithms for Decentralized Collaborative Machine Learning

Aurélien Bellet , Rachid Guerraoui , Mahsa Taziki , Marc Tommasi
[Research Report] INRIA Lille. 2017, pp.1-18
Reports hal-01665410v1
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Turning negative into positives! Exploiting "negative" results in Brain-Machine Interface (BMI) research

Fabien Lotte , Camille Jeunet , Ricardo Chavarriaga , Laurent Bougrain , Dave Thompson et al.
Brain-Computer Interfaces, 2019, 6 (4), pp.178-189. ⟨10.1080/2326263X.2019.1697143⟩
Journal articles hal-02375400v1
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A Continuized View on Nesterov Acceleration for Stochastic Gradient Descent and Randomized Gossip

Mathieu Even , Raphaël Berthier , Francis Bach , Nicolas Flammarion , Pierre Gaillard et al.
NeurIPS 2021 - 35th Conference on Neural Information Processing Systems, Dec 2021, Sydney (virtual), Australia. pp.1-32
Conference papers hal-03405165v1

Machine learning force fields and coarse-grained variables in molecular dynamics: application to materials and biological systems

Paraskevi Gkeka , Gabriel Stoltz , Amir Barati Farimani , Zineb Belkacemi , Michele Ceriotti et al.
Journal of Chemical Theory and Computation, 2020, ⟨10.1021/acs.jctc.0c00355⟩
Journal articles hal-02544153v1
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On the symmetries in the dynamics of wide two-layer neural networks

Karl Hajjar , Lenaic Chizat
2022
Preprints, Working Papers, ... hal-03829400v4

FANOK: Knockoffs in Linear Time

Armin Askari , Quentin Rebjock , Alexandre d'Aspremont , Laurent El Ghaoui
2020
Preprints, Working Papers, ... hal-02983262v1
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Advances and Open Problems in Federated Learning

Peter Kairouz , Brendan H. Mcmahan , Brendan Avent , Aurélien Bellet , Mehdi Bennis et al.
Foundations and Trends in Machine Learning, 2021, 14 (1-2), pp.1-210
Journal articles hal-02406503v2

Personalized and Private Peer-to-Peer Machine Learning

Aurélien Bellet , Rachid Guerraoui , Mahsa Taziki , Marc Tommasi
NIPS 2017 - Workshop on Machine Learning on the Phone and other Consumer Devices, Dec 2017, Long Beach, United States
Conference papers hal-01665422v1
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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
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DUCT: An Upper Confidence Bound Approach to Distributed Constraint Optimisation Problems *

Brammert Ottens , Christos Dimitrakakis , Boi Faltings
ACM Transactions on Intelligent Systems and Technology, In press, 8 (5), pp.1 - 27. ⟨10.1145/3066156⟩
Journal articles hal-01593215v1
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Sparse Support Recovery with Non-smooth Loss Functions

Kévin Degraux , Gabriel Peyré , Jalal M. Fadili , Laurent Jacques
Advances in Neural Information Processing Systems (NIPS), Nov 2015, Barcelone, Spain
Conference papers hal-01658855v1