Sebastian U. Stich
Helmholtz Center for Information Security(DE)
Publications by Year
Research Areas
Stochastic Gradient Optimization Techniques, Privacy-Preserving Technologies in Data, Sparse and Compressive Sensing Techniques, Advanced Optimization Algorithms Research, Advanced Neural Network Applications
Most-Cited Works
- → Advances and Open Problems in Federated Learning(2020)4,363 cited
- → Ensemble Distillation for Robust Model Fusion in Federated Learning(2020)485 cited
- → Sparsified SGD with Memory(2018)233 cited
- → Local SGD Converges Fast and Communicates Little(2018)222 cited
- SCAFFOLD: Stochastic Controlled Averaging for On-Device Federated Learning.(2019)
- → Decentralized Stochastic Optimization and Gossip Algorithms with Compressed Communication(2019)185 cited
- → A Field Guide to Federated Optimization(2021)167 cited
- → Don't Use Large Mini-Batches, Use Local SGD(2018)162 cited
- → Error Feedback Fixes SignSGD and other Gradient Compression Schemes(2019)153 cited