A pruned, 7-bit quantized CNN was deployed entirely on an Intel Tofino programmable switch, achieving 97.3% anomaly detection accuracy, 42.66us latency, and near line-rate throughput.
Line-speed and scalable intrusion detection at the network edge via federated learning,
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Quark: Implementing Convolutional Neural Networks Entirely on Programmable Data Plane
A pruned, 7-bit quantized CNN was deployed entirely on an Intel Tofino programmable switch, achieving 97.3% anomaly detection accuracy, 42.66us latency, and near line-rate throughput.