DP-RGMI shows differential privacy creates a consistent utilization gap in chest X-ray models even when linear separability holds, while geometric measures like displacement and spectral dimension change in non-monotonic, initialization-dependent ways.
In: CVPR 2017
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Differential privacy representation geometry for medical image analysis
DP-RGMI shows differential privacy creates a consistent utilization gap in chest X-ray models even when linear separability holds, while geometric measures like displacement and spectral dimension change in non-monotonic, initialization-dependent ways.