Decentralized Learning - Groups

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.

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Decentralized Online Learning in Hilbert Spaces

We propose a decentralized online learning algorithm in Hilbert spaces.

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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.

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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.

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Decentralized Multitask Learning

The dataset used in the paper is a network of agents with heterogeneous objectives and data.

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5 datasets found

CIFAR10, CINIC10, SVHN, MNIST, FashionMNIST

Decentralized Online Learning in Hilbert Spaces

Random Inverse Problems Over Graphs

DeceFL: A Principled Decentralized Federated Learning Framework

Decentralized Multitask Learning