Sebastian U. Stich

Advances and Open Problems in Federated Learning

Peter Kairouz, H. Brendan McMahan, Brendan Avent et al. · Foundations and Trends® in Machine Learning · 2020 · 4.2K citations · Full text

Ensemble Distillation for Robust Model Fusion in Federated Learning

Tao Lin, Lingjing Kong, Sebastian U. Stich et al. · arXiv (Cornell University) · 2020 · 485 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +16

Sparsified SGD with Memory

Sebastian U. Stich, Jean-Baptiste Cordonnier, Martin Jaggi · arXiv (Cornell University) · 2018 · 233 citations · Full text

Sparsification Techniques, Engineering, Machine Learning +19

Local SGD Converges Fast and Communicates Little

Sebastian U. Stich · arXiv (Cornell University) · 2018 · 221 citations · Full text

Cluster Computing, Engineering, Machine Learning +17

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