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Adversarial interference and its mitigations in privacy-preserving collaborative machine learning
Nature Machine Intelligence
2021
3
9
749-758

Knolle, Moritz;Kaissis, Georgios;Jungmann, Friederike;Ziegelmayer, Sebastian;Sasse, Daniel;Makowski, Marcus;Rueckert, Daniel;Braren, Rickmer
Efficient, high-performance semantic segmentation using multi-scale feature extraction
PLOS ONE
2021
16
8
e0255397

Harder, Felix N.;Jungmann, Friederike;Kaissis, Georgios A.;Lohöfer, Fabian K.;Ziegelmayer, Sebastian;Havel, Daniel;Quante, Michael;Reichert, Maximillian;Schmid, Roland M.;Demir, Ihsan Ekin;Friess, Helmut;Wildgruber, Moritz;Siveke, Jens;Muckenhuber, Alexander;Steiger, Katja;Weichert, Wilko;Rauscher, Isabel;Eiber, Matthias;Makowski, Marcus R.;Braren, Rickmer F.
[18F]FDG PET/MRI enables early chemotherapy response prediction in pancreatic ductal adenocarcinoma
EJNMMI Research
2021
11
1

Ziller, Alexander;Usynin, Dmitrii;Braren, Rickmer;Makowski, Marcus;Rueckert, Daniel;Kaissis, Georgios
Medical imaging deep learning with differential privacy
Scientific Reports
2021
11
1

Kaissis, Georgios;Ziller, Alexander;Passerat-Palmbach, Jonathan;Ryffel, Théo;Usynin, Dmitrii;Trask, Andrew;Lima, Ionésio, Jr;Mancuso, Jason;Jungmann, Friederike;Steinborn, Marc-Matthias;Saleh, Andreas;Makowski, Marcus;Rueckert, Daniel;Braren, Rickmer
End-to-end privacy preserving deep learning on multi-institutional medical imaging
Nature Machine Intelligence
2021
3
6
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Bitar, Rawad;Xing, Yuxuan;Keshtkarjahromi, Yasaman;Dasari, Venkat;El Rouayheb, Salim;Seferoglu, Hulya
Private and rateless adaptive coded matrix-vector multiplication
EURASIP Journal on Wireless Communications and Networking
2021
2021
1

Bailleu, Maurice;Giantsidi, Dimitra;Gavrielatos, Vasilis;Quoc, Do Le;Nagarajan, Vijay;Bhatotia, Pramod
Avocado: A Secure In-Memory Distributed Storage System
2021 USENIX Annual Technical Conference (USENIX ATC 21)
USENIX Association
2021

Thalheim, Jörg;Unnibhavi, Harshavardhan;Priebe, Christian;Bhatotia, Pramod;Pietzuch, Peter
rkt-io: a direct I/O stack for shielded execution
Proceedings of the Sixteenth European Conference on Computer Systems
ACM
2021