Event-Native Symbolic-Temporal Spike Encoding Framework for Heterogeneous Cyber Streams

arXiv:2609.15772 · cs.NE, cs.AI, cs.CR · Submitted 2026-09-14 · Read on arXiv

cs.NE, cs.AI, cs.CR

Submitted: 2026-09-14

Updated: 2026-09-14

Comments: Accepted in The 38th IEEE International Conference on Tools with Artificial Intelligence (ICTAI)

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 9× in this paper · explained in 1 episode
• Aggregation — 8× in this paper · explained in 1 episode
• Ablation — 5× in this paper · explained in 1 episode
• Alignment — 5× in this paper · explained in 1 episode
• Benchmark — 3× in this paper · explained in 2 episodes
• Spiking Neural Networks (SNNs) — 3× in this paper · explained in 3 episodes
• Ablation study — 2× in this paper · explained in 1 episode
• Controller Area Network — 2× in this paper
• Core — 2× in this paper · explained in 2 episodes
• Decision Tree — 2× in this paper
• Evolutionary Optimization for Neuromorphic Systems — 2× in this paper
• Random Forest — 2× in this paper
• Verification — 2× in this paper · explained in 2 episodes
• Attack Detection Rate — 1× in this paper
• Embeddings — 1× in this paper · explained in 2 episodes
• Feature Engineering — 1× in this paper · explained in 3 episodes
• Gaussian Naive Bayes — 1× in this paper
• Generalization — 1× in this paper · explained in 13 episodes
• International Joint Conference on Neural Networks — 1× in this paper
• Internet Assigned Numbers Authority — 1× in this paper
• Logistic Regression — 1× in this paper
• Sparsity — 1× in this paper · explained in 4 episodes
• Transferability — 1× in this paper · explained in 4 episodes
• Transformer — 1× in this paper · explained in 2 episodes

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