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William Britton

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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

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