GSASG : Global Sparsification With Adaptive Aggregated Stochastic Gradients for Communication-Efficient Federated Learning

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Overview

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Computer Science

Federated Learning Computer Science

Performance Model Computer Science

Gradient Method Computer Science

Neural Network Trai... Computer Science

Communication Cost Computer Science

Transmitted Bit Computer Science

Deep Neural Network Computer Science

Keyphrases

Sparsification Keyphrases

Communication-effic... Keyphrases

Stochastic Gradient Keyphrases

Sparse Communicatio... Keyphrases

Communication Bits Keyphrases

Communication Round Keyphrases

Gradient Method Keyphrases

Global Model Keyphrases

Communication Effic... Keyphrases

Communication Cost Keyphrases

Model Performance Keyphrases

Worker number Keyphrases

MNIST Keyphrases

Deep Neural Network... Keyphrases

Training Experiment Keyphrases

Federated Learning Keyphrases

Number of Epochs Keyphrases

Top-k Sparsificatio... Keyphrases

INIS

stochastic processe... INIS

algorithms INIS

comparative evaluat... INIS

performance INIS

dimensions INIS

efficiency INIS

neural networks INIS

Engineering

Model Parameter Engineering

Neural Network Trai... Engineering

Deep Neural Network Engineering

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