Author

D. Benhaddou

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Review Open access Sep 2026

Redefining Trust at the Memory Wall: The Threat Landscape, an Adversary Model and a Conceptual Framework for Secure Processing-in-Memory

A structured threat model is developed that characterizes assets, attacker capabilities, and trust boundaries at subarrays and interconnect granularity for both near-bank and near-memory PIM classes, and proposes a conceptual secure-by-design framework that locates trust enforcement within the memory substrate itself,...

Sayali Waingankar, Hung T. Q. Le, D. Benhaddou · Computers · 0 citations

Aug 2026

The differential impact of image reconstruction: Generative model artifacts as forensic signatures

This study investigates the impact of image reconstruction processes using two approaches: Generative Adversarial Networks (GANs) and Variational Autoencoders (VAEs) on authentic and forged images, and establishes a foundational understanding of forensic artifacts resulting from the reconstruction process.

Wahiba Abou-zbiba, H. Benbrahim, D. Benhaddou et al. · Multimedia tools and applica... · 0 citations