Privacy: An Axiomatic Approach von Ziller, Alexander, Mueller, Tamara T, Braren, Rickmer, Rueckert, Daniel, Kaissis, Georgios

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Using UK Biobank data to establish population-specific atlases from whole body MRI von Starck, Sophie, Sideri-Lampretsa, Vasiliki, Ritter, Jessica J. M., Zimmer, Veronika A., Braren, Rickmer, Mueller, Tamara T., Rueckert, Daniel

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Differentially Private Graph Neural Networks for Whole-Graph Classification von Mueller, Tamara T., Paetzold, Johannes C., Prabhakar, Chinmay, Usynin, Dmitrii, Rueckert, Daniel, Kaissis, Georgios

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Multi-omics data integration methods and their applications in psychiatric disorders von Sathyanarayanan, Anita, Mueller, Tamara T., Ali Moni, Mohammad, Schueler, Katja, Baune, Bernhard T., Lio, Pietro, Mehta, Divya, Baune, Bernhard T, Dierssen, Mara, Ebert, Bjarke, Fabbri, Chiara, Fusar-Poli, Paolo, Gennarelli, Massimo, Harmer, Catherine, Howes, Oliver D., Janzing, Joost G.E., Lio, Pietro, Maron, Eduard, Mehta, Divya, Minelli, Alessandra, Nonell, Lara, Pisanu, Claudia, Potier, Marie-Claude, Rybakowski, Filip, Serretti, Alessandro, Squassina, Alessio, Stacey, David, van Westrhenen, Roos, Xicota, Laura

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Reconciling privacy and accuracy in AI for medical imaging von Ziller, Alexander, Mueller, Tamara T., Stieger, Simon, Feiner, Leonhard F., Brandt, Johannes, Braren, Rickmer, Rueckert, Daniel, Kaissis, Georgios

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Differentially Private Guarantees for Analytics and Machine Learning on Graphs: A Survey of Results von Mueller, Tamara T., Usynin, Dmitrii, Paetzold, Johannes C., Braren, Rickmer, Rueckert, Daniel, Kaissis, Georgios

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A Comparative Study of Population-Graph Construction Methods and Graph Neural Networks for Brain Age Regression von Bintsi, Kyriaki-Margarita, Mueller, Tamara T., Starck, Sophie, Baltatzis, Vasileios, Hammers, Alexander, Rueckert, Daniel

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Gradient Self-alignment in Private Deep Learning von Bani-Harouni, David, Mueller, Tamara T., Rueckert, Daniel, Kaissis, Georgios

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Extended Graph Assessment Metrics for Regression and Weighted Graphs von Mueller, Tamara T., Starck, Sophie, Feiner, Leonhard F., Bintsi, Kyriaki-Margarita, Rueckert, Daniel, Kaissis, Georgios

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Body Fat Estimation from Surface Meshes Using Graph Neural Networks von Mueller, Tamara T., Zhou, Siyu, Starck, Sophie, Jungmann, Friederike, Ziller, Alexander, Aksoy, Orhun, Movchan, Danylo, Braren, Rickmer, Kaissis, Georgios, Rueckert, Daniel

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Duplicate Detection of Spike Events: A Relevant Problem in Human Single-Unit Recordings von Dehnen, Gert, Kehl, Marcel S., Darcher, Alana, Mueller, Tamara T., Macke, Jakob H., Borger, Valeri, Surges, Rainer, Mormann, Florian

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Bounding Reconstruction Attack Success of Adversaries Without Data Priors von Ziller, Alexander, Riess, Anneliese, Schwethelm, Kristian, Mueller, Tamara T, Rueckert, Daniel, Kaissis, Georgios

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A Comparative Study of Population-Graph Construction Methods and Graph Neural Networks for Brain Age Regression von Bintsi, Kyriaki-Margarita, Mueller, Tamara T, Starck, Sophie, Baltatzis, Vasileios, Hammers, Alexander, Rueckert, Daniel

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Privacy-Utility Trade-offs in Neural Networks for Medical Population Graphs: Insights from Differential Privacy and Graph Structure von Mueller, Tamara T, Chevli, Maulik, Daigavane, Ameya, Rueckert, Daniel, Kaissis, Georgios

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Extended Graph Assessment Metrics for Graph Neural Networks von Mueller, Tamara T, Starck, Sophie, Feiner, Leonhard F, Bintsi, Kyriaki-Margarita, Rueckert, Daniel, Kaissis, Georgios

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Reconciling AI Performance and Data Reconstruction Resilience for Medical Imaging von Ziller, Alexander, Mueller, Tamara T, Stieger, Simon, Feiner, Leonhard, Brandt, Johannes, Braren, Rickmer, Rueckert, Daniel, Kaissis, Georgios

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Population-Specific Atlases from Whole Body MRI: Application to the UKBB von Starck, Sophie, Sideri-Lampretsa, Vasiliki, Ritter, Jessica J. M, Zimmer, Veronika A, Braren, Rickmer, Mueller, Tamara T, Rueckert, Daniel

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SoK: Differential Privacy on Graph-Structured Data von Mueller, Tamara T, Usynin, Dmitrii, Paetzold, Johannes C, Rueckert, Daniel, Kaissis, Georgios

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Differentially Private Graph Classification with GNNs von Mueller, Tamara T, Paetzold, Johannes C, Prabhakar, Chinmay, Usynin, Dmitrii, Rueckert, Daniel, Kaissis, Georgios

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How Do Input Attributes Impact the Privacy Loss in Differential Privacy? von Mueller, Tamara T, Kolek, Stefan, Jungmann, Friederike, Ziller, Alexander, Usynin, Dmitrii, Knolle, Moritz, Rueckert, Daniel, Kaissis, Georgios

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