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The findings show that per-request payment could be a practical way of opening idle edge accelerator computing capacity to stranger IoT devices, and to measure what that mechanism costs the edge site.
The findings show that federation delivers recognition of an attack class quickly when much of the fleet already holds it, and slowly or not within the authors' horizon when only a few devices have been hit, which is the case a defender is most concerned with.
Automated Guided Vehicles (AGVs) rely on accurate wheel odometry for reliable navigation; however, wheel slip and varying terrain conditions introduce positioning errors that degrade navigation performance. This paper presents FEdgeNAV, a lightweight edge-based federated learning framework for collaborative wheel odome...
Clinical decision support systems operating in hospital environments generate large numbers of alerts based on continuously monitored clinical data. A major challenge in such systems is alert fatigue, caused by excessive numbers of notifications and unnecessary escalation of alert severity, which may reduce clinicians’...
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