Traditional DNN quantization sacrifices accuracy—our LUT-based distillation doesn’t. By mapping neurons to flow tables, we deploy complex DNNs in P4 switches with zero information loss. Demonstrated on UNSW-NB15 dataset, it hits 93% F1-score for DDoS detection.
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🌟 Full paper in: https://zenodo.org/records/11029807