Rényi Pufferfish Privacy
A Rényi divergence version of the Pufferfish framework. It defines privacy by specifying protected comparison sets and data-generating distributions, allowing task-specific information to be incorporated.
Timeline (last 90 days)
Under the Rènyi Pufferfish privacy framework, privacy guarantees need to incorporate task-specific information, which makes traditional methods difficult to apply directly.
Task-aware certificates are derived by designing the kernel function to focus on the subspace relevant to the privacy direction, thereby yielding task-aware certificates that make privacy guarantees tighter.
All Facts (2)
Under the Rènyi Pufferfish privacy framework, privacy guarantees need to incorporate task-specific information, which makes traditional methods difficult to apply directly.
50%UnverifiedTask-aware certificates are derived by designing the kernel function to focus on the subspace relevant to the privacy direction, thereby yielding task-aware certificates that make privacy guarantees tighter.
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