Sebastian U. Stich
- Artificial Intelligence top 2%
- Computer Networks and Communications top 5%
- Computational Mechanics top 10%
- Electrical and Electronic Engineering
- Computer Vision and Pattern Recognition top 10%
- Co-authors
- Martin JaggiSai Praneeth KarimireddySashank J. ReddiAnanda Theertha SureshMehryar MohriSatyen KaleJean-Baptiste CordonnierYurii Nesterov
- Topics
- Stochastic Gradient Optimization Techniques (20 papers)Sparse and Compressive Sensing Techniques (8 papers)Privacy-Preserving Technologies in Data (8 papers)
- Partner nations
- SwitzerlandUnited StatesGermany
In The Last Decade
Sebastian U. Stich
29 papers receiving 566 citations
Peers
Comparison fields: 5 of 57
- Artificial Intelligence 477
- Computer Networks and Communications 197
- Computational Mechanics 110
- Electrical and Electronic Engineering 106
- Computer Vision and Pattern Recognition 69
Countries citing papers authored by Sebastian U. Stich
This map shows the geographic impact of Sebastian U. Stich's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Sebastian U. Stich with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Sebastian U. Stich more than expected).
Fields of papers citing papers by Sebastian U. Stich
This network shows the impact of papers produced by Sebastian U. Stich. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Sebastian U. Stich. The network helps show where Sebastian U. Stich may publish in the future.
Co-authorship network of co-authors of Sebastian U. Stich
This figure shows the co-authorship network connecting the top 25 collaborators of Sebastian U. Stich. A scholar is included among the top collaborators of Sebastian U. Stich based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Sebastian U. Stich. Sebastian U. Stich is excluded from the visualization to improve readability, since they are connected to all nodes in the network.
All Works
| # | Work | Indexed citations |
|---|---|---|
| 1 | 20 | |
| 2 | 4 | |
| 3 | Breaking the centralized barrier for cross-device federated learning | 25 |
| 4 | LENA: Communication-Efficient Distributed Learning with Self-Triggered Gradient Uploads | 1 |
| 5 | Consensus Control for Decentralized Deep Learning | 11 |
| 6 | 2 | |
| 7 | The Error-Feedback framework: SGD with Delayed Gradients | 3 |
| 8 | Ensemble Distillation for Robust Model Fusion in Federated Learning | 3 |
| 9 | Don't Use Large Mini-batches, Use Local SGD | 21 |
| 10 | Is Local SGD Better than Minibatch SGD | 23 |
| 11 | A Unified Theory of Decentralized SGD with Changing Topology and Local Updates | 56 |
| 12 | 65 | |
| 13 | 54 | |
| 14 | SCAFFOLD: Stochastic Controlled Averaging for On-Device Federated Learning. | 114 |
| 15 | Adaptive balancing of gradient and update computation times using global geometry and approximate subproblems | 1 |
| 16 | Stochastic Variance Reduced Gradient Optimization of Generative Adversarial Networks | 1 |
| 17 | SVRG meets SAGA: k-SVRG - A Tale of Limited Memory. | 2 |
| 18 | 1 | |
| 19 | 5 | |
| 20 | Convergence of Local Search | 1 |
About Sebastian U. Stich
Sebastian U. Stich is a scholar working on Artificial Intelligence, Computer Networks and Communications and Computational Mechanics, having authored 30 papers that have together received 582 indexed citations. Recurring topics across this work include Stochastic Gradient Optimization Techniques (20 papers), Sparse and Compressive Sensing Techniques (8 papers) and Privacy-Preserving Technologies in Data (8 papers). The work is most often cited by research in Artificial Intelligence (477 citations), Computer Networks and Communications (197 citations) and Computer Science Applications (41 citations). Sebastian U. Stich has collaborated with scholars based in Switzerland, United States and Germany. Frequent co-authors include Martin Jaggi, Sai Praneeth Karimireddy, Sashank J. Reddi, Ananda Theertha Suresh, Mehryar Mohri, Satyen Kale, Jean-Baptiste Cordonnier, Yurii Nesterov, Sadra Boreiri and Nicolas Loizou. Their work appears in journals such as Journal of Machine Learning Research, Mathematical Programming and SIAM Journal on Optimization.
Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.