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Tamara T. Mueller

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Bounding Reconstruction Attack Success of Adversaries Without Data Priors

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Feb 20, 2024
Alexander Ziller, Anneliese Riess, Kristian Schwethelm, Tamara T. Mueller, Daniel Rueckert, Georgios Kaissis

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Reconciling AI Performance and Data Reconstruction Resilience for Medical Imaging

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Dec 05, 2023
Alexander Ziller, Tamara T. Mueller, Simon Stieger, Leonhard Feiner, Johannes Brandt, Rickmer Braren, Daniel Rueckert, Georgios Kaissis

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A Comparative Study of Population-Graph Construction Methods and Graph Neural Networks for Brain Age Regression

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Sep 26, 2023
Kyriaki-Margarita Bintsi, Tamara T. Mueller, Sophie Starck, Vasileios Baltatzis, Alexander Hammers, Daniel Rueckert

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Constructing Population-Specific Atlases from Whole Body MRI: Application to the UKBB

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Aug 28, 2023
Sophie Starck, Vasiliki Sideri-Lampretsa, Jessica J. M. Ritter, Veronika A. Zimmer, Rickmer Braren, Tamara T. Mueller, Daniel Rueckert

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Privacy-Utility Trade-offs in Neural Networks for Medical Population Graphs: Insights from Differential Privacy and Graph Structure

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Jul 13, 2023
Tamara T. Mueller, Maulik Chevli, Ameya Daigavane, Daniel Rueckert, Georgios Kaissis

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Extended Graph Assessment Metrics for Graph Neural Networks

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Jul 13, 2023
Tamara T. Mueller, Sophie Starck, Leonhard F. Feiner, Kyriaki-Margarita Bintsi, Daniel Rueckert, Georgios Kaissis

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Body Fat Estimation from Surface Meshes using Graph Neural Networks

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Jul 13, 2023
Tamara T. Mueller, Siyu Zhou, Sophie Starck, Friederike Jungmann, Alexander Ziller, Orhun Aksoy, Danylo Movchan, Rickmer Braren, Georgios Kaissis, Daniel Rueckert

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Explainable 2D Vision Models for 3D Medical Data

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Jul 13, 2023
Alexander Ziller, Alp Güvenir, Ayhan Can Erdur, Tamara T. Mueller, Philip Müller, Friederike Jungmann, Johannes Brandt, Jan Peeken, Rickmer Braren, Daniel Rueckert, Georgios Kaissis

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How Do Input Attributes Impact the Privacy Loss in Differential Privacy?

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Nov 18, 2022
Tamara T. Mueller, Stefan Kolek, Friederike Jungmann, Alexander Ziller, Dmitrii Usynin, Moritz Knolle, Daniel Rueckert, Georgios Kaissis

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SoK: Differential Privacy on Graph-Structured Data

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Mar 17, 2022
Tamara T. Mueller, Dmitrii Usynin, Johannes C. Paetzold, Daniel Rueckert, Georgios Kaissis

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