The Value of Spike Timing: A Leakage-Resistant Benchmark of SNN Design Choices for Network Intrusion Detection

arXiv:2606.01442 · cs.CR, cs.AI, cs.NE · Submitted 2026-05-31 · Read on arXiv

cs.CR, cs.AI, cs.NE

Submitted: 2026-05-31

Updated: 2026-08-31

Terminology

Accuracy — 22× in this paper · explained in 1 episode
Ablation — 7× in this paper · explained in 1 episode
Consistency — 6× in this paper · explained in 3 episodes
Core — 6× in this paper · explained in 2 episodes
Benchmark — 5× in this paper · explained in 2 episodes
Internet of Things — 4× in this paper
alpha — 4× in this paper · explained in 1 episode
Ablation study — 3× in this paper · explained in 1 episode
Spiking Neural Networks (SNNs) — 3× in this paper · explained in 3 episodes
AUC — 2× in this paper · explained in 2 episodes
Detection Rate — 2× in this paper
Adam — 1× in this paper · explained in 2 episodes
Adaptability — 1× in this paper · explained in 1 episode
Adversarial Training — 1× in this paper · explained in 1 episode
Aggregation — 1× in this paper · explained in 1 episode
Benchmarking — 1× in this paper · explained in 3 episodes
Cyber-Physical Systems — 1× in this paper
Edge Deployment — 1× in this paper · explained in 2 episodes
False Alarm Rate — 1× in this paper
Ordinary Differential Equations (ODEs) — 1× in this paper · explained in 2 episodes
Transformer — 1× in this paper · explained in 2 episodes