Sai Praneeth Karimireddy

SCAFFOLD: Stochastic Controlled Averaging for Federated Learning

Sai Praneeth Karimireddy · arXiv (Cornell University) · 2019 · 735 citations · Full text

Mathematical Programming, Engineering, Machine Learning +10

SCAFFOLD: Stochastic Controlled Averaging for On-Device Federated Learning.

Sai Praneeth Karimireddy, Satyen Kale, Mehryar Mohri et al. · 2019 · 215 citations

Artificial Intelligence, Mathematical Programming, Engineering +13

A Field Guide to Federated Optimization

Jianyu Wang, Zachary Charles, Zheng Xu et al. · arXiv (Cornell University) · 2021 · 167 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +18

Error Feedback Fixes SignSGD and other Gradient Compression Schemes

Sai Praneeth Karimireddy, Quentin Rebjock, Sebastian U. Stich et al. · arXiv (Cornell University) · 2019 · 153 citations · Full text

Compression Operator, Data Compression, Engineering +15

PowerSGD: Practical Low-Rank Gradient Compression for Distributed Optimization

Thijs Vogels, Sai Praneeth Karimireddy, Martin Jaggi · arXiv (Cornell University) · 2019 · 96 citations · Full text

Engineering, Machine Learning, Data Science +13