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20212024
most citedFederated Learning for Computationally-Constrained Heterogeneous Devices: A Survey

113 citations · 158 across the 10 of their papers we have counts for

collaborators

10 papers

cs.CR2024

LightFAt: Mitigating Control-flow Explosion via Lightweight PMU-based Control-flow Attestation

Jeferson Gonzalez-Gomez, Hassan Nassar, Lars Bauer +1

With the continuous evolution of computational devices, more and more applications are being executed remotely. The applications operate on a wide spectrum of devices, ranging from…

cs.AR20247 cited

Variability-Aware Approximate Circuit Synthesis via Genetic Optimization

Konstantinos Balaskas, Florian Klemme, Georgios Zervakis +3

One of the major barriers that CMOS devices face at nanometer scale is increasing parameter variation due to manufacturing imperfections. Process variations severely inhibit the re…

cs.CR2024

MaliGNNoma: GNN-Based Malicious Circuit Classifier for Secure Cloud FPGAs

Lilas Alrahis, Hassan Nassar, Jonas Krautter +4

The security of cloud field-programmable gate arrays (FPGAs) faces challenges from untrusted users attempting fault and side-channel attacks through malicious circuit configuration…

cs.LG20248 cited

A Comprehensive Survey of Convolutions in Deep Learning: Applications, Challenges, and Future Trends

Abolfazl Younesi, Mohsen Ansari, MohammadAmin Fazli +3

In today's digital age, Convolutional Neural Networks (CNNs), a subset of Deep Learning (DL), are widely used for various computer vision tasks such as image classification, object…

cs.LG2023113 cited

Federated Learning for Computationally-Constrained Heterogeneous Devices: A Survey

Kilian Pfeiffer, Martin Rapp, Ramin Khalili +1

With an increasing number of smart devices like internet of things (IoT) devices deployed in the field, offloadingtraining of neural networks (NNs) to a central server becomes more…

cs.LG202312 cited

Model-to-Circuit Cross-Approximation For Printed Machine Learning Classifiers

Giorgos Armeniakos, Georgios Zervakis, Dimitrios Soudris +2

Printed electronics (PE) promises on-demand fabrication, low non-recurring engineering costs, and sub-cent fabrication costs. It also allows for high customization that would be in…