Aurélien Bellet
- Advances and Open Problems in Federated Learning
2020/12/02 by Peter Kairouz, H. Brendan McMahan, Brendan Avent +56 · 189 citations
Computer Science · #Cryptography and Data Security #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data
- A Survey on Metric Learning for Feature Vectors and Structured Data
2013/06/28 by Aurélien Bellet, Bellet, Aurélien, Amaury Habrard +3 · 22 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Text and Document Classification Technologies
- Federated Multi-Task Learning under a Mixture of Distributions
2021/08/23 by Othmane Marfoq, Marfoq, Othmane, Giovanni Neglia +7 · 15 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Crowdsensing and Crowdsourcing #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data
- FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
2022/10/10 by Jean Ogier du Terrail, Samy-Safwan Ayed, Terrail, Jean Ogier du +45 · 10 citations
Computer Science · Decision Sciences · #Big Data Technologies and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Design Choices for X-vector Based Speaker Anonymization
2020/05/18 by Brij Mohan Lal Srivastava, Srivastava, Brij Mohan Lal, Natalia Tomashenko +11 · 6 citations
Computer Science · Medicine · #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Privacy-Preserving Technologies in Data #Speech Recognition and Synthesis #Voice and Speech Disorders #electronic engineering #information engineering
- Differentially Private Speaker Anonymization
2022/02/23 by Ali Shahin Shamsabadi, Brij Mohan Lal Srivastava, Shamsabadi, Ali Shahin +13 · 7 citations
Computer Science · #Audio and Speech Processing (eess.AS) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Electrical engineering #Hate Speech and Cyberbullying Detection #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Sound (cs.SD) #Speech Recognition and Synthesis #electronic engineering #information engineering
- Fast and Differentially Private Algorithms for Decentralized Collaborative Machine Learning
2017/01/01 by Aurélien Bellet, Rachid Guerraoui, Bellet, Aurélien +5 · 5 citations
Computer Science · #Age of Information Optimization #Blockchain Technology Applications and Security #Cryptography and Data Security #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mobile Crowdsensing and Crowdsourcing #Parallel #Privacy-Preserving Technologies in Data #Systems and Control (eess.SY) #and Cluster Computing (cs.DC) #electronic engineering #information engineering
- Gossip Dual Averaging for Decentralized Optimization of Pairwise\n Functions
2016/06/08 by Igor Colin, Colin, Igor, Aurélien Bellet +5 · 5 citations
Computer Science · Medicine · #Distributed Control Multi-Agent Systems #Mathematical and Theoretical Epidemiology and Ecology Models #Cooperative Communication and Network Coding
- Differentially Private Federated Learning on Heterogeneous Data
2021/11/17 by Maxence Noble, Aurélien Bellet, Noble, Maxence +3 · 6 citations
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Statistics Theory (math.ST) #Stochastic Gradient Optimization Techniques
- An Accurate, Scalable and Verifiable Protocol for Federated Differentially Private Averaging
2020/06/12 by César Sabater, Aurélien Bellet, Sabater, César +3 · 5 citations
Computer Science · #Complexity and Algorithms in Graphs #Cryptography and Data Security #Cryptography and Security (cs.CR) #Distributed #Distributed systems and fault tolerance #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
- GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation
2022/03/02 by Sina Sajadmanesh, Sajadmanesh, Sina, Ali Shahin Shamsabadi +5 · 4 citations
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Privacy Amplification by Decentralization
2020/01/01 by Edwige Cyffers, Aurélien Bellet, Cyffers, Edwige +1 · 4 citations
Computer Science · Mathematics · #Cryptography and Data Security #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Privacy-Preserving Technologies in Data #Random Matrices and Applications #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Muffliato: Peer-to-Peer Privacy Amplification for Decentralized Optimization and Averaging
2022/06/10 by Edwige Cyffers, Mathieu Even, Cyffers, Edwige +5 · 3 citations
Computer Science · Engineering · #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Vehicular Ad Hoc Networks (VANETs) #and Cluster Computing (cs.DC)
- Improved Stability and Generalization Guarantees of the Decentralized SGD Algorithm
2023/06/05 by Batiste Le Bars, Aurélien Bellet, Bars, Batiste Le +7 · 3 citations
Computer Science · Engineering · #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- D-Cliques: Compensating for Data Heterogeneity with Topology in Decentralized Federated Learning
2021/04/15 by Aurélien Bellet, Anne-Marie Kermarrec, Bellet, Aurélien +3 · 2 citations
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Differentially Private Decentralized Learning with Random Walks
2024/02/12 by Edwige Cyffers, Cyffers, Edwige, Aurélien Bellet +3 · 3 citations
Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Privacy, Security, and Data Protection #Distributed systems and fault tolerance
- Tighter Privacy Auditing of DP-SGD in the Hidden State Threat Model
2024/05/23 by Tudor Cebere, Aurélien Bellet, Cebere, Tudor +3 · 3 citations
Computer Science · #Biometric Identification and Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Fully Decentralized Joint Learning of Personalized Models and Collaboration Graphs
2019/01/24 by Valentina Zantedeschi, Aurélien Bellet, Zantedeschi, Valentina +3 · 1 citation
Computer Science · #Advanced Graph Neural Networks #Privacy-Preserving Technologies in Data #Recommender Systems and Techniques
- Private Protocols for U-Statistics in the Local Model and Beyond
2019/10/09 by James Bell, Aurélien Bellet, Bell, James +5 · 1 citation
Computer Science · Decision Sciences · Economics, Econometrics and Finance · Mathematics · #Auction Theory and Applications #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Game Theory and Voting Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Random Matrices and Applications
- Differentially Private Coordinate Descent for Composite Empirical Risk Minimization
2021/10/22 by Paul Mangold, Aurélien Bellet, Mangold, Paul +5 · 2 citations
Computer Science · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Advanced Neural Network Applications
- Sparse Compositional Metric Learning
2014/04/15 by Yuan Shi, Aurélien Bellet, Shi, Yuan +3 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Face and Expression Recognition #Human Pose and Action Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Synthetic Data Generation for Intersectional Fairness by Leveraging Hierarchical Group Structure
2024/05/23 by Gaurav Maheshwari, Aurélien Bellet, Maheshwari, Gaurav +5 · 1 citation
Social Sciences · #Gender Politics and Representation