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Decentralized Collaborative Learning of Personalized Models over Networks

Paul Vanhaesebrouck , Aurélien Bellet , Marc Tommasi
[Research Report] INRIA Lille. 2016
Reports hal-01383544v1
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Apprentissage de bonnes similarités pour la classification linéaire parcimonieuse

Aurélien Bellet , Amaury Habrard , Marc Sebban
Conférence Francophone sur l'Apprentissage Automatique - CAp 2012, May 2012, Nancy, France. 16 p
Conference papers hal-00690242v1
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One-Shot Federated Conformal Prediction

Pierre Humbert , Batiste Le Bars , Aurélien Bellet , Sylvain Arlot
ICML 2023 - 40th International Conference on Machine Learning, Jul 2023, Honolulu (Hawai), United States
Conference papers hal-03981605v2

Metric Learning

Aurélien Bellet , Amaury Habrard , Marc Sebban
Books hal-01121733v1
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Robustness and Generalization for Metric Learning

Aurélien Bellet , Amaury Habrard
Neurocomputing, 2015, pp.16. ⟨10.1016/j.neucom.2014.09.044⟩
Journal articles hal-01075370v1
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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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Joint Learning of the Graph and the Data Representation for Graph-Based Semi-Supervised Learning

Mariana Vargas-Vieyra , Aurélien Bellet , Pascal Denis
14th Workshop on Graph-Based Natural Language Processing (TextGraphs 2020), 2020, Virtual, Spain
Conference papers hal-03100039v1
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Hiding in the Crowd: A Massively Distributed Algorithm for Private Averaging with Malicious Adversaries

Pierre Dellenbach , Aurélien Bellet , Jan Ramon
[Research Report] Inria. 2018
Reports hal-01923000v1
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Privacy-Preserving Adversarial Representation Learning in ASR: Reality or Illusion?

Brij Mohan Lal Srivastava , Aurélien Bellet , Marc Tommasi , Emmanuel Vincent
INTERSPEECH 2019 - 20th Annual Conference of the International Speech Communication Association, Sep 2019, Graz, Austria
Conference papers hal-02166434v1
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Gossip Dual Averaging for Decentralized Optimization of Pairwise Functions

Igor Colin , Aurélien Bellet , Joseph Salmon , Stéphan Clémençon
International Conference on Machine Learning (ICML 2016), Jun 2016, New York, United States
Conference papers hal-01329315v1
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Gossip Dual Averaging for Decentralized Optimization of Pairwise Functions

Igor Colin , Aurélien Bellet , Joseph Salmon , Stéphan Clémençon
Gossip Dual Averaging for Decentralized Optimization of Pairwise Functions, 2016, ICML
Book sections hal-02107511v1
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Distributed Differentially Private Averaging with Improved Utility and Robustness to Malicious Parties

César Sabater , Aurélien Bellet , Jan Ramon
2020
Preprints, Working Papers, ... hal-03100019v1
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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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A Distributed Frank-Wolfe Framework for Learning Low-Rank Matrices with the Trace Norm

Wenjie Zheng , Aurélien Bellet , Patrick Gallinari
Machine Learning, 2018, ⟨10.1007/s10994-018-5713-5⟩
Journal articles hal-01922994v1
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Learning Discriminative Tree Edit Similarities for Linear Classification - Application to Melody Recognition

Aurélien Bellet , José F. Bernabeu , Amaury Habrard , Marc Sebban
Neurocomputing, 2016, 214, pp.155-161. ⟨10.1016/j.neucom.2016.06.006⟩
Journal articles hal-01330492v1
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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
2022
Preprints, Working Papers, ... hal-03905091v1
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Fair NLP Models with Differentially Private Text Encoders

Gaurav Maheshwari , Pascal Denis , Mikaela Keller , Aurélien Bellet
Findings of the Association for Computational Linguistics: EMNLP 2022, 2022, Abu Dhabi, United Arab Emirates
Conference papers hal-03905094v1
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Private Protocols for U-Statistics in the Local Model and Beyond

James Bell , Aurélien Bellet , Adrià Gascón , Tejas Kulkarni
AISTATS 2020 - 23rd International Conference on Artificial Intelligence and Statistics, Aug 2020, Palermo, Italy
Conference papers hal-02310236v2

Communication-Efficient Decentralized Boosting while Discovering the Collaboration Graph

Valentina Zantedeschi , Aurélien Bellet , Marc Tommasi
NeurIPS 2018 - Workshop on Machine Learning on the Phone and other Consumer Devices, 2nd Workshop on Machine Learning on the Phone and other Consumer Devices (MLPCD 2), Dec 2018, Montréal, Canada
Conference papers hal-02166758v1
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Differentially Private Coordinate Descent for Composite Empirical Risk Minimization

Paul Mangold , Aurélien Bellet , Joseph Salmon , Marc Tommasi
ICML 2022 - 39th International Conference on Machine Learning, Jul 2022, Baltimore, United States. pp.14948-14978
Conference papers hal-03424974v3
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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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Differentially Private Federated Learning on Heterogeneous Data

Maxence Noble , Aurélien Bellet , Aymeric Dieuleveut
Proceedings of The 25th International Conference on Artificial Intelligence and Statistics (AISTATS), 2022, Virtual, Spain
Conference papers hal-03905078v1
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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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Contributions to Decentralized and Privacy-Preserving Machine Learning

Aurélien Bellet
Machine Learning [cs.LG]. Université de Lille, 2021
Habilitation à diriger des recherches tel-03542802v3
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Design Choices for X-vector Based Speaker Anonymization

Brij Mohan Lal Srivastava , Natalia Tomashenko , Xin Wang , Emmanuel Vincent , Junichi Yamagishi , et al.
INTERSPEECH 2020, International Speech Communication Association (ISCA), Oct 2020, Shanghai, China
Conference papers hal-02610447v2
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Privacy and utility of x-vector based speaker anonymization

Brij Mohan Lal Srivastava , Mohamed Maouche , Md Sahidullah , Emmanuel Vincent , Aurélien Bellet , et al.
IEEE/ACM Transactions on Audio, Speech and Language Processing, 2022, ⟨10.1109/TASLP.2022.3190741⟩
Journal articles hal-03197376v3
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Enhancing speech privacy with slicing

Mohamed Maouche , Brij Mohan Lal Srivastava , Nathalie Vauquier , Aurélien Bellet , Marc Tommasi , et al.
Interspeech 2022 - Human and Humanizing Speech Technology, Sep 2022, Incheon, South Korea
Conference papers hal-03369137v2
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Extending Gossip Algorithms to Distributed Estimation of U-statistics

Igor Colin , Aurélien Bellet , Joseph Salmon , Stéphan Clémençon
Annual Conference on Neural Information Processing Systems (NIPS), Dec 2015, Montréal, Canada
Conference papers hal-01214665v1
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Extending Gossip Algorithms to Distributed Estimation of U -Statistics

Igor Colin , Joseph Salmon , Stéphan Clémençon , Aurélien Bellet
Extending Gossip Algorithms to Distributed Estimation of U -Statistics, 2015
Book sections hal-02107483v1
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Vote de majorité a priori contraint pour la classification binaire : spécification au cas des plus proches voisins

Aurélien Bellet , Amaury Habrard , Emilie Morvant , Marc Sebban
Conférence sur l'Apprentissage Automatique (CAp), Jul 2013, Lille, France
Conference papers hal-00850241v1