Marc Tommasi

1. 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 · 24 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
2. Fast and Differentially Private Algorithms for Decentralized Collaborative Machine Learning
   2017/01/01 by Aurélien Bellet, Rachid Guerraoui, Bellet, Aurélien +5 · 11 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
3. Differentially Private Speaker Anonymization
   2022/02/23 by Ali Shahin Shamsabadi, Brij Mohan Lal Srivastava, Shamsabadi, Ali Shahin +13 · 14 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
4. Design Choices for X-vector Based Speaker Anonymization
   2020/05/18 by Brij Mohan Lal Srivastava, Srivastava, Brij Mohan Lal, Natalia Tomashenko +11 · 9 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
5. Decentralized Collaborative Learning of Personalized Models over Networks
   2016/10/17 by Paul Vanhaesebrouck, Aurélien Bellet, Vanhaesebrouck, Paul +3 · 5 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #Distributed #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Reinforcement Learning in Robotics #Systems and Control (eess.SY) #and Cluster Computing (cs.DC) #electronic engineering #information engineering
6. Refined Convergence and Topology Learning for Decentralized SGD with Heterogeneous Data
   2022/04/09 by Batiste Le Bars, Aurélien Bellet, Bars, Batiste Le +7 · 5 citations
   Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
7. Fully Decentralized Joint Learning of Personalized Models and Collaboration Graphs
   2019/01/24 by Valentina Zantedeschi, Aurélien Bellet, Zantedeschi, Valentina +3 · 4 citations
   Computer Science · #Advanced Graph Neural Networks #Privacy-Preserving Technologies in Data #Recommender Systems and Techniques
8. Improved Stability and Generalization Guarantees of the Decentralized SGD Algorithm
   2023/06/05 by Batiste Le Bars, Aurélien Bellet, Bars, Batiste Le +7 · 5 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
9. Rényi Pufferfish Privacy: General Additive Noise Mechanisms and Privacy Amplification by Iteration
   2023/12/21 by Clément Pierquin, Aurélien Bellet, Pierquin, Clément +5 · 2 citations
   Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Criminal Justice and Corrections Analysis #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
10. Differentially Private Coordinate Descent for Composite Empirical Risk Minimization
    2021/10/22 by Paul Mangold, Mangold, Paul, Aurélien Bellet +5 · 2 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Advanced Neural Network Applications
11. Collaborative Algorithms for Online Personalized Mean Estimation
    2022/08/24 by Asadi, Mahsa, Aurélien Bellet, Bellet, Aurélien +4 · 1 citation
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Optimization and Search Problems