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Merge pull request #134 from privacytrustlab/rzshokri-patch-3
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rzshokri authored Nov 15, 2024
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# Research Papers

This directory contains research papers that are relevant to the privacy auditing from our group. We have also included the links to the respective implementations.
This directory contains the code repositories for the research papers related to the Privacy Meter.

| Paper Title | Code Implementation |
| Paper Title | Implementation |
| --- | --- |
| [Enhanced Membership Inference Attacks against Machine Learning Models](https://dl.acm.org/doi/abs/10.1145/3548606.3560675) | [Code](https://github.com/privacytrustlab/ml_privacy_meter/tree/295e7e37e889e12df4083b812f71ed2e2ddd8b4a/research/2022_enhanced_mia) |
| [Low-Cost High-Power Membership Inference Attacks](https://openreview.net/pdf?id=sT7UJh5CTc)| [Code](https://github.com/privacytrustlab/ml_privacy_meter/tree/d32734161a3395211fe5f3cd461932290b1fafbe/research/2024_rmia) |
| CCS 2022, [Enhanced Membership Inference Attacks against Machine Learning Models](https://dl.acm.org/doi/abs/10.1145/3548606.3560675) | [Code](https://github.com/privacytrustlab/ml_privacy_meter/tree/295e7e37e889e12df4083b812f71ed2e2ddd8b4a/research/2022_enhanced_mia) |
| ICML 2024, [Low-Cost High-Power Membership Inference Attacks](https://openreview.net/pdf?id=sT7UJh5CTc)| [Code](https://github.com/privacytrustlab/ml_privacy_meter/tree/d32734161a3395211fe5f3cd461932290b1fafbe/research/2024_rmia) |

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