Can I read Decentralized Stochastic Optimization Algorithms on EtoBox?
Decentralized Stochastic Optimization Algorithms by ihasan is a document available to read on EtoBox.
What is Decentralized Stochastic Optimization Algorithms about?
This document presents novel decentralized stochastic optimization algorithms, Choco-SGD and Choco-Gossip, which utilize compressed communication to enhance efficiency in distributed machine learning tasks. Choco-SGD achieves convergence rates comparable to centralized methods while reducing communication significantly, and Choco-Gossip provides a linear convergence solution for average consensus with arbitrary compressed messages. The proposed methods outperform existing state-of-the-art algorithms in expe
- Author
- ihasan
- Language
- EN