Dmitrii Usynin

End-to-end privacy preserving deep learning on multi-institutional medical imaging

Georgios Kaissis, Alexander Ziller, Jonathan Passerat‐Palmbach et al. · Nature Machine Intelligence · 2021 · 429 citations · Full text

Medical imaging deep learning with differential privacy

Alexander Ziller, Dmitrii Usynin, Rickmer Braren et al. · Scientific Reports · 2021 · 142 citations · Full text

Adversarial interference and its mitigations in privacy-preserving collaborative machine learning

Dmitrii Usynin, Alexander Ziller, Marcus R. Makowski et al. · Nature Machine Intelligence · 2021 · 58 citations

Artificial Intelligence, Privacy Protection, Engineering +10

Differentially Private Graph Neural Networks for Whole-Graph Classification

Tamara T. Mueller, Johannes C. Paetzold, Chinmay Prabhakar et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2022 · 32 citations · Full text

Privacy Protection, Graph Neural Networks, Engineering +15

Beyond Gradients: Exploiting Adversarial Priors in Model Inversion Attacks

Dmitrii Usynin, Daniel Rueckert, Georgios Kaissis · ACM Transactions on Privacy and Security · 2023 · 21 citations

Artificial Intelligence, Engineering, Machine Learning +16