DDoS Mitigation at Line Rate—With P4 and LUTs

Detecting DDoS attacks at wirespeed requires in-network AI. Our P4 LUT distillation deploys a DNN-based mitigator without ALUs, achieving 93% F1-score on UNSW-NB15 dataset. The secret? Cascaded lookup tables that replace neurons with flow matches.

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🌟 Full paper in:  https://zenodo.org/records/11029807