Author

N. Meratnia

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Review Aug 2026

A Survey of Timing Variability in Microservice-Based Software-Defined Vehicles

This survey examines the sources, propagation mechanisms, and observable impacts of timing variability in microservice-based systems, using software-defined vehicles as a motivating example, and compares major classes of timing models by their assumptions about workload stability, execution structure, resource sharing,...

Cyrus K. Vattes, H. Mostafaei, N. Meratnia · 0 citations

Jul 2026

AutoEncoder-Compressed Parallel Split Learning for Pre-trained Model Fine-Tuning

AE-PSL is proposed, a communication-efficient PSL framework that compresses intermediate activations and gradients using a lightweight AutoEncoder placed at the split layer and introduces a novel two-stage alignment mechanism, which adapts the AE to the pre-trained model's feature manifold and client-specific feature d...

Bas Meuwissen, Vasileios Tsouvalas, N. Meratnia · arXiv.org · 1 citation