23 citations · 74 across the 32 of their papers we have counts for
5 papers · 1 filter
Aggregation and Embedding for Group Membership Verification
Marzieh Gheisari, Teddy Furon, Laurent Amsaleg +2
This paper proposes a group membership verification protocol preventing the curious but honest server from reconstructing the enrolled signatures and inferring the identity of quer…
Classification by Re-generation: Towards Classification Based on Variational Inference
Shideh Rezaeifar, Olga Taran, Slava Voloshynovskiy
As Deep Neural Networks (DNNs) are considered the state-of-the-art in many classification tasks, the question of their semantic generalizations has been raised. To address semantic…
Bridging machine learning and cryptography in defence against adversarial attacks
Olga Taran, Shideh Rezaeifar, Slava Voloshynovskiy
In the last decade, deep learning algorithms have become very popular thanks to the achieved performance in many machine learning and computer vision tasks. However, most of the de…
Privacy-Preserving Identification via Layered Sparse Code Design: Distributed Servers and Multiple Access Authorization
Behrooz Razeghi, Slava Voloshynovskiy, Sohrab Ferdowsi +1
We propose a new computationally efficient privacy-preserving identification framework based on layered sparse coding. The key idea of the proposed framework is a sparsifying trans…
Network Learning with Local Propagation
Dimche Kostadinov, Behrooz Razeghi, Sohrab Ferdowsi +1
This paper presents a locally decoupled network parameter learning with local propagation. Three elements are taken into account: (i) sets of nonlinear transforms that describe the…