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07/13/2023
Privacy-Utility Trade-offs in Neural Networks for Medical Population Graphs: Insights from Differential Privacy and Graph Structure
We initiate an empirical investigation into differentially private graph...
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07/13/2023
Extended Graph Assessment Metrics for Graph Neural Networks
When re-structuring patient cohorts into so-called population graphs, in...
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07/13/2023
Explainable 2D Vision Models for 3D Medical Data
Training Artificial Intelligence (AI) models on three-dimensional image ...
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11/18/2022
How Do Input Attributes Impact the Privacy Loss in Differential Privacy?
Differential privacy (DP) is typically formulated as a worst-case privac...
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03/17/2022
SoK: Differential Privacy on Graph-Structured Data
In this work, we study the applications of differential privacy (DP) in ...
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02/05/2022
Differentially Private Graph Classification with GNNs
Graph Neural Networks (GNNs) have established themselves as the state-of...
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09/22/2021