Search Results for author: Gioacchino Tangari

Found 2 papers, 1 papers with code

On the Adversarial Inversion of Deep Biometric Representations

no code implementations12 Apr 2023 Gioacchino Tangari, Shreesh Keskar, Hassan Jameel Asghar, Dali Kaafar

For the biometric authentication use case, we need to investigate this under adversarial settings where an attacker has access to a feature-space representation but no direct access to the exact original dataset nor the original learned model.

Data and Model Dependencies of Membership Inference Attack

1 code implementation17 Feb 2020 Shakila Mahjabin Tonni, Dinusha Vatsalan, Farhad Farokhi, Dali Kaafar, Zhigang Lu, Gioacchino Tangari

Our results reveal the relationship between MIA accuracy and properties of the dataset and training model in use.

Fairness Inference Attack +2

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