Materials regarding decentralized AI.
Switch branches/tags
Nothing to show
Clone or download
Fetching latest commit…
Cannot retrieve the latest commit at this time.
Permalink
Type Name Latest commit message Commit time
Failed to load latest commit information.
CNAME
README.md
index.html

README.md

decentralized-ai.net

Materials regarding decentralized AI research.

Consensus Optimization

This includes literatures on consensus optimization (mainly from mainly control community). Hopefully one can borrow theory from them to build fully decentralized algorithms.

  • Dual averaging for distributed optimization: Convergence analysis and network scaling
    2012 IEEE Transactions on Automatic control. Duchi, John C and Agarwal, Alekh and Wainwright, Martin J

  • On the convergence of decentralized gradient descent.
    2016 SIAM Journal on Optimization. Yuan, Kun and Ling, Qing and Yin, Wotao

  • DSA: Decentralized double stochastic averaging gradient algorithm
    2016 JMLR. Mokhtari, Aryan and Ribeiro, Alejandro.

Federated Learning & Optimization

This is one recent setting proposed to solve one existing decentralized data setting, but the algorithms therein are still centralized algorithms.

  • Communication-Efficient Learning of Deep Networks from Decentralized Data
    2017 AISTATS. McMahan, Brendan and Moore, Eider and Ramage, Daniel and Hampson, Seth and y Arcas, Blaise Aguera

Mobile AI

This is one emerging setting where one wants to learn an intelligent model for mobile devices, such as mobile phones, tablets etc.

Gossip Algorithm

  • Randomized gossip algorithms
    2006 EEE transactions on information theory. Boyd, Stephen and Ghosh, Arpita and Prabhakar, Balaji and Shah, Devavrat

  • Gossip algorithms
    2009 Foundations and Trends in Networking. Shah, Devavrat

Bitcoin

Ethereum

Interplanetary File System (IPFS)