Swarm Learning for decentralized and confidential clinical machine learning

JOURNAL ARTICLE published 10 June 2021 in Nature

Authors: Stefanie Warnat-Herresthal | Hartmut Schultze | Krishnaprasad Lingadahalli Shastry | Sathyanarayanan Manamohan | Saikat Mukherjee | Vishesh Garg | Ravi Sarveswara | Kristian Händler | Peter Pickkers | N. Ahmad Aziz | Sofia 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 Desai | Bruno Monnet | Maria Saridaki | Charles Martin Siegel | Anna Drews | Melanie Nuesch-Germano | Heidi Theis | Jan Heyckendorf | Stefan Schreiber | Sarah Kim-Hellmuth | Paul Balfanz | Thomas Eggermann | Peter Boor | Ralf Hausmann | Hannah Kuhn | Susanne Isfort | Julia Carolin Stingl | Günther Schmalzing | Christiane K. Kuhl | 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 Theis | Sach Mukherjee | Michael Backes | Anna C. Aschenbrenner | Thomas Ulas | Angel Angelov | Alexander Bartholomäus | Anke Becker | Daniela Bezdan | Conny Blumert | Ezio Bonifacio | Peer Bork | Bunk Boyke | Helmut Blum | Thomas Clavel | Maria Colome-Tatche | Markus Cornberg | Inti Alberto De La Rosa Velázquez | Andreas Diefenbach | Alexander Dilthey | Nicole Fischer | Konrad Förstner | Sören Franzenburg | Julia-Stefanie Frick | Gisela Gabernet | Julien Gagneur | Tina Ganzenmueller | Marie Gauder | Janina Geißert | Alexander Goesmann | Siri Göpel | Adam Grundhoff | Hajo Grundmann | Torsten Hain | Frank Hanses | Ute Hehr | André Heimbach | Marius Hoeper | Friedemann Horn | Daniel Hübschmann | Michael Hummel | Thomas Iftner | Angelika Iftner | Thomas Illig | Stefan Janssen | Jörn Kalinowski | René Kallies | Birte Kehr | Oliver T. Keppler | Christoph Klein | Michael Knop | Oliver Kohlbacher | Karl Köhrer | Jan Korbel | Peter G. Kremsner | Denise Kühnert | Markus Landthaler | Yang Li | Kerstin U. Ludwig | Oliwia Makarewicz | Manja Marz | Alice C. McHardy | Christian Mertes | Maximilian Münchhoff | Sven Nahnsen | Markus Nöthen | Francine Ntoumi | Jörg Overmann | Silke Peter | Klaus Pfeffer | Isabell Pink | Anna R. Poetsch | Ulrike Protzer | Alfred Pühler | Nikolaus Rajewsky | Markus Ralser | Kristin Reiche | Stephan Ripke | Ulisses Nunes da Rocha | Antoine-Emmanuel Saliba | Leif Erik Sander | Birgit Sawitzki | Simone Scheithauer | Philipp Schiffer | Jonathan Schmid-Burgk | Wulf Schneider | Eva-Christina Schulte | Alexander Sczyrba | Mariam L. Sharaf | Yogesh Singh | Michael Sonnabend | Oliver Stegle | Jens Stoye | Janne Vehreschild | Thirumalaisamy P. Velavan | Jörg Vogel | Sonja Volland | Max von Kleist | Andreas Walker | Jörn Walter | Dagmar Wieczorek | Sylke Winkler | John Ziebuhr | Monique M. B. Breteler | Evangelos J. Giamarellos-Bourboulis | Matthijs Kox | Matthias Becker | Sorin Cheran | Michael S. Woodacre | Eng Lim Goh | Joachim L. Schultze | COVID-19 Aachen Study (COVAS) | Deutsche COVID-19 Omics Initiative (DeCOI)