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Author

Ourania Spantidi

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Conference Open access Oct 2026

Detecting Gray Failures in Edge Networks with Lightweight Unsupervised Learning

Gray failures degrade service quality without necessarily triggering binary availability monitors, leaving a gap between normal operation and complete outage. This paper investigates whether lightweight unsupervised learning can serve as an early-warning layer for proactive failover in edge networks. We present a six-n...

William Britton, Ourania Spantidi · 0 citations
Conference Open access Oct 2026

Backbone Choice Matters: Human and Perceptual Evaluation of CNN-Based Neural Style Transfer

Neural style transfer (NST) commonly relies on pretrained convolutional neural networks (CNNs) to extract content and style representations, yet the effect of CNN backbone selection on the perceived quality of stylized images remains underexplored. This paper presents an empirical study of five CNN backbones for NST ac...

Andie Bradley, Ourania Spantidi · 0 citations

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