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Enhanced Privacy Bound for Shuffle Model with Personalized Privacy

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HPS

This package is built based on the paper "Enhanced Privacy Bound for Shuffle Model with Personalized Privacy".

Usage

Test privacy amplification effect when fix $\delta$:

python evaluate_bounds.py

Test privacy amplification effect when fix $\epsilon$:

python evaluate_bounds_delta.py

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Enhanced Privacy Bound for Shuffle Model with Personalized Privacy

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  • Python 100.0%