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explorations_over_privacyattacks's Introduction

explorations_over_privacyattacks

This repository is exploration of interaction between basic Membership Inference Attack (MIA), Model Inversion (MI) and Differential Privacy (DP) and Mutual Information Regularization

Case Studies:

1. Effect of DP on MI

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2. Effect of DP on MIA

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3. MI on MNIST data

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4. Effect of mutual information regularization on MI

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5. First MI

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6. First MI from first four layers

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7. Effect of size of shadow dataset on MIA performance

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8. Effect of number of layers of given model on MIA performance

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