absorb.md

Edge Computing

Chip Huyen1
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Kubernetes Orchestration of Spiking Neural Networks at the Edge: Resource Sensitivity and Load-Balancing Mismatches Exposed

This paper provides the first systematic evaluation of deploying spiking neural network (SNN) workloads within a Kubernetes-based container orchestration framework (K3d) in a virtual edge environment. SNN inference proves highly sensitive to resource constraints — modest CPU restriction to 0.5 cores