Author

Mahdi Taheri

Tallinn University of Technology, Department of Computer systems

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#machine learning Preprint Oct 2026

JASPER: Special Session on Joint Reliability And Security Assessment of SPlit Computing for Edge Robustness

Split Computing (SC) enables efficient deployment of Deep Neural Networks (DNNs) by partitioning inference between edge devices and cloud servers. However, intermediate feature representations are simultaneously exposed to hardware faults and adversarial attacks, which are traditionally evaluated independently. This pa...

Enrico Magliano, G. Esposito, Amir Hossein Shahdadian et al. · 0 citations

Jul 2026

PRISM: Sensitivity-Aware PolynoMial PRuning for EffIcient Neural Network Encryption

Structured pruning is essential for making neural network inference feasible under homomorphic encryption (HE), yet its impact on model reliability has remained unexplored. This paper presents a systematic reliability characterization of pruned CKKS-encrypted neural networks and introduces Polynomial-Sensitivity-Aware...

Sahaj Majavdia, Mahdi Taheri · arXiv.org · 0 citations