Search Results for author: Gauri Pradhan

Found 3 papers, 0 papers with code

Hyperparameters in Score-Based Membership Inference Attacks

no code implementations10 Feb 2025 Gauri Pradhan, Joonas Jälkö, Marlon Tobaben, Antti Honkela

In this work, we demonstrate that the knowledge of target hyperparameters is not a prerequisite for MIA in the transfer learning setting.

Hyperparameter Optimization Transfer Learning

Impact of Dataset Properties on Membership Inference Vulnerability of Deep Transfer Learning

no code implementations7 Feb 2024 Marlon Tobaben, Hibiki Ito, Joonas Jälkö, Gauri Pradhan, Yuan He, Antti Honkela

We analyse the relationship between privacy vulnerability and dataset properties, such as examples per class and number of classes, when applying two state-of-the-art membership inference attacks (MIAs) to fine-tuned neural networks.

Image Classification Inference Attack +2

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