Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

Personalized Federated Learning with Multiple Known Clusters


Apr 28, 2022
Boxiang Lyu, Filip Hanzely, Mladen Kolar

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

A Field Guide to Federated Optimization


Jul 14, 2021
Jianyu Wang, Zachary Charles, Zheng Xu, Gauri Joshi, H. Brendan McMahan, Blaise Aguera y Arcas, Maruan Al-Shedivat, Galen Andrew, Salman Avestimehr, Katharine Daly, Deepesh Data, Suhas Diggavi, Hubert Eichner, Advait Gadhikar, Zachary Garrett, Antonious M. Girgis, Filip Hanzely, Andrew Hard, Chaoyang He, Samuel Horvath, Zhouyuan Huo, Alex Ingerman, Martin Jaggi, Tara Javidi, Peter Kairouz, Satyen Kale, Sai Praneeth Karimireddy, Jakub Konecny, Sanmi Koyejo, Tian Li, Luyang Liu, Mehryar Mohri, Hang Qi, Sashank J. Reddi, Peter Richtarik, Karan Singhal, Virginia Smith, Mahdi Soltanolkotabi, Weikang Song, Ananda Theertha Suresh, Sebastian U. Stich, Ameet Talwalkar, Hongyi Wang, Blake Woodworth, Shanshan Wu, Felix X. Yu, Honglin Yuan, Manzil Zaheer, Mi Zhang, Tong Zhang, Chunxiang Zheng, Chen Zhu, Wennan Zhu

Add code


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Personalized Federated Learning: A Unified Framework and Universal Optimization Techniques


Feb 19, 2021
Filip Hanzely, Boxin Zhao, Mladen Kolar

Add code

* 41 pages, 4 figures 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Smoothness Matrices Beat Smoothness Constants: Better Communication Compression Techniques for Distributed Optimization


Feb 14, 2021
Mher Safaryan, Filip Hanzely, Peter Richtárik

Add code

* 59 pages, 5 figues, 6 tables 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Local SGD: Unified Theory and New Efficient Methods


Nov 03, 2020
Eduard Gorbunov, Filip Hanzely, Peter Richtárik

Add code

* 79 pages, 6 figures, 7 tables 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Lower Bounds and Optimal Algorithms for Personalized Federated Learning


Oct 05, 2020
Filip Hanzely, Slavom├şr Hanzely, Samuel Horv├íth, Peter Richt├írik

Add code

* NeurIPS 2020 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Optimization for Supervised Machine Learning: Randomized Algorithms for Data and Parameters


Aug 26, 2020
Filip Hanzely

Add code

* PhD thesis, 425 pages, 75 figures 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Stochastic Subspace Cubic Newton Method


Feb 21, 2020
Filip Hanzely, Nikita Doikov, Peter Richtárik, Yurii Nesterov

Add code

* 29 pages, 5 figures, 1 table, 1 algorithm 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Federated Learning of a Mixture of Global and Local Models


Feb 14, 2020
Filip Hanzely, Peter Richtárik

Add code

* 43 pages, 8 algorithms, 6 figures, 1 table (minor formatting changes compared to the previous version) 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Variance Reduced Coordinate Descent with Acceleration: New Method With a Surprising Application to Finite-Sum Problems


Feb 11, 2020
Filip Hanzely, Dmitry Kovalev, Peter Richtarik

Add code

* 30 pages, 8 figures 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email
1
2
>>