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Communication-Efficient Distributed Cooperative Learning With Compressed Beliefs

  • Published:2022-09 Issue:3 Volume:9 Page:1215-1226
  • ISSN:2325-5870
  • Container-title:IEEE Transactions on Control of Network Systems
  • language:
  • Short-container-title:IEEE Trans. Control Netw. Syst.

Author:

Toghani Mohammad Taha1ORCID,Uribe Cesar A.1ORCID

Affiliation:

1. Department of Electrical and Computer Engineering, Rice University, Houston, TX, USA

Funder

ARPA-H Strategic Initiative Seed Fund

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Control and Optimization,Computer Networks and Communications,Signal Processing,Control and Systems Engineering

Reference41 articles.

1. Concentration Inequalities

2. On biased compression for distributed learning;beznosikov,2020

3. Decentralized deep learning with arbitrary communication compression;koloskova;Proc Int Conf Learn Representations,0

4. Decentralized stochastic optimization and gossip algorithms with compressed communication;koloskova;Proc Int Conf Mach Learn,0

5. A linearly convergent algorithm for decentralized optimization: Sending less bits for free!;kovalev;Proc Int Conf Artif Intell Statist,0

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1. Social Opinion Formation and Decision Making Under Communication Trends;IEEE Transactions on Signal Processing;2024

2. The Role of Memory in Social Learning When Sharing Partial Opinions;ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2023-06-04

3. Discovering Influencers in Opinion Formation Over Social Graphs;IEEE Open Journal of Signal Processing;2023

4. Large Deviations for Products of Non-Identically Distributed Network Matrices With Applications to Communication-Efficient Distributed Learning and Inference;IEEE Transactions on Signal Processing;2023

5. On the Arithmetic and Geometric Fusion of Beliefs for Distributed Inference;IEEE Transactions on Automatic Control;2023
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