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CIFAR10, CINIC10, SVHN, MNIST, FashionMNIST
The dataset used in the paper is a benchmark dataset for decentralized learning, consisting of 20 clients with different models and data distributions. -
Decentralized Online Learning in Hilbert Spaces
We propose a decentralized online learning algorithm in Hilbert spaces. -
Random Inverse Problems Over Graphs
We establish a framework of distributed random inverse problems over network graphs with online measurements, and propose a decentralized online learning algorithm. -
DeceFL: A Principled Decentralized Federated Learning Framework
DeceFL is a decentralized federated learning algorithm that eliminates the need for a central server and maintains convergence property. -
Decentralized Multitask Learning
The dataset used in the paper is a network of agents with heterogeneous objectives and data.