# Swarm Learning for decentralized and confidential clinical machine learning

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/swarm-learning-for-decentralized-and-confidential-clinical-machine-learning/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Stefanie Warnat‐Herresthal,Hartmut Schultze,Krishnaprasad Lingadahalli Shastry,Sathyanarayanan Manamohan,Saikat Mukherjee,Vishesh Garg,Ravi Sarveswara,Kristian Händler,Peter Pickkers,N. Ahmad Aziz,Sofia Ira Ktena,Florian Tran,Michael Bitzer,Stephan Ossowski,Nicolas Casadei,Christian Herr,Daniel Petersheim,Uta Behrends,Fabian Kern,Tobias Fehlmann,Philipp Schommers,Clara Lehmann,Max Augustin,Jan Rybniker,Janine Altmüller,Neha Mishra,Joana P. Bernardes,Benjamin Krämer,Lorenzo Bonaguro,Jonas Schulte-Schrepping,Elena De Domenico,Christian Siever,Michael Kraut,Milind Y. Desai,Bruno Monnet,Maria Saridaki,Charles Siegel,Anna Drews,Melanie Nuesch-Germano,Heidi Theis,Jan Heyckendorf,Stefan Schreiber,Sarah Kim-Hellmuth,COVID-19 Aachen Study (COVAS),Paul Balfanz,Thomas Eggermann,Peter Boor,Ralf Hausmann,Hannah Kuhn,Susanne Isfort,Julia Stingl,Günther Schmalzing,Christiane Kühl,Rainer Röhrig,Gernot Marx,Stefan Uhlig,Edgar Dahl,Dirk Müller‐Wieland,Michael Dreher,Nikolaus Marx,Jacob Nattermann,Dirk Skowasch,Ingo Kurth,Andreas Keller,Robert Bals,Peter Nürnberg,Olaf Rieß,Philip Rosenstiel,Mihai G. Netea,Fabian J. Theis,Sach Mukherjee,Michael Backes,Anna C. Aschenbrenner,Thomas Ulas,Deutsche COVID-19 Omics Initiative (DeCOI),Angel Angelov,Alexander Bartholomäus,Anke Becker,Daniela Bezdan,Conny Blumert,Ezio Bonifacio,Peer Bork,Boyke Bunk,Helmut Blum,Thomas Clavel,Maria Colomé‐Tatché,Markus Cornberg,Inti Alberto De La Rosa Velázquez,Andreas Diefenbach,Alexander Dilthey,Nicole Fischer,Konrad U. Förstner,Sören Franzenburg,Julia-Stefanie Frick,Gisela Gabernet,Julien Gagneur,Tina Ganzenmueller,Marie Gauder,Janina Geißert,Alexander Goesmann |
| Citations | 857 |
| DOI | 10.1038/s41586-021-03583-3 |
| Fields | Computer Science,Medicine |
| Open Access | true |
| OA Status | hybrid |
| OA URL | https://www.nature.com/articles/s41586-021-03583-3.pdf |
| OpenAlex ID | https://openalex.org/W3164573547 |
| PMID | 34040261 |
| Type | article |
| Year | 2021 |

## Paper authors

- [Milind Y. Desai](https://scholariq.org/researchers/milind-y-desai/)
- [Gernot Marx](https://scholariq.org/researchers/gernot-marx/)

## Paper journal

- [Nature](https://scholariq.org/journals/nature/)

## Paper primary topic

- [Artificial Intelligence in Healthcare and Education](https://scholariq.org/topics/artificial-intelligence-in-healthcare-and-education/)

## Paper topics

- [Artificial Intelligence in Healthcare and Education](https://scholariq.org/topics/artificial-intelligence-in-healthcare-and-education/)
- [COVID-19 diagnosis using AI](https://scholariq.org/topics/covid-19-diagnosis-using-ai/)
- [Privacy-Preserving Technologies in Data](https://scholariq.org/topics/privacy-preserving-technologies-in-data/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.