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Feature13/recommender membership inference attack #14

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@ihanus ihanus commented Apr 19, 2024

This addition to GuardianAI enables the use of membership inference attacks for recommender systems.

  • Additional libraries: torch==2.2.1
  • For testing purposes, unit tests have been included in tests/unitary/test_privacy_attacks_recommender.py
  • Documentation can be found in docs/source/user_guide/privacy_estimation/privacy_recommender.rst
  • The implementation of the recommender attack is based on Zhang et al., 2021. Membership Inference Attacks Against Recommender Systems.

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@oracle-contributor-agreement oracle-contributor-agreement bot added the OCA Required At least one contributor does not have an approved Oracle Contributor Agreement. label Apr 19, 2024
@ihanus ihanus closed this Apr 20, 2024
@ihanus ihanus reopened this Apr 20, 2024
@ihanus ihanus force-pushed the feature13/recommender_membership_inference_attack branch from 4eeaa43 to e2069bf Compare April 20, 2024 00:40
@ihanus ihanus force-pushed the feature13/recommender_membership_inference_attack branch from e2069bf to e07ffbd Compare April 20, 2024 00:42
@ihanus ihanus closed this Apr 20, 2024
@ihanus ihanus reopened this Apr 20, 2024
@ihanus ihanus closed this Apr 22, 2024
@ihanus ihanus reopened this Apr 22, 2024
@oracle-contributor-agreement oracle-contributor-agreement bot added OCA Verified All contributors have signed the Oracle Contributor Agreement. and removed OCA Required At least one contributor does not have an approved Oracle Contributor Agreement. labels Apr 22, 2024
@mingkang111 mingkang111 added the enhancement New feature or request label Jul 26, 2024
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3 participants