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The GANfather: Controllable generation of malicious activity to improve defence systems

Code accompanying the paper "The GANfather: Controllable generation of malicious activity to improve defence systems" (ADD LINK WHEN AVAILABLE).

Code structure

The src folder contains:

  • the Generator and Discriminator architectures for both use cases;
  • the skeleton of the rules proxy network from the anti-money laundering use case, but the forward method was removed because the rules' logic is confidential;
  • the recommender system.

The experiments folder contains the hyperparameter tuning executables from each use case.

For information regarding the versions of the packages we used, please refer to the environment.yml file.

Data

The data used for the anti-money laundering use case is confidentual and as such cannot be published.

The data used for the recommender system was the MovieLens-1M dataset that can be found here.