Are We Shooting Flies with Cannons? Trade-off Analysis for AI-based 5G Intrusion Detection

arXiv:2608.26844 · cs.CR · Submitted 2026-08-27 · Read on arXiv

cs.CR

Submitted: 2026-08-27

Updated: 2026-08-27

Comments: This paper was accepted and presented at the 2026 IEEE International Symposium on Measurement in Networking and Communications and will appear in the conference proceedings soon

Code: https://github.com/ggml-org/llama.cpp

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

Terminology

Accuracy — 9× in this paper · explained in 1 episode
Artificial Intelligence — 5× in this paper
Energy Efficiency — 5× in this paper · explained in 3 episodes
Prompt Engineering — 4× in this paper · explained in 4 episodes
Core — 3× in this paper · explained in 2 episodes
Large Language Model (LLM) — 2× in this paper · explained in 3 episodes
Large Language Models (LLMs) — 2× in this paper · explained in 5 episodes
Transformer — 2× in this paper · explained in 2 episodes
Adaptation — 1× in this paper · explained in 1 episode
Artificial Intelligence (AI) — 1× in this paper · explained in 2 episodes
Benchmark — 1× in this paper · explained in 2 episodes
Ensemble Learning — 1× in this paper · explained in 2 episodes
Feature Selection — 1× in this paper · explained in 4 episodes
Federated Learning — 1× in this paper · explained in 14 episodes
Generalization — 1× in this paper · explained in 13 episodes
Generative AI — 1× in this paper · explained in 2 episodes
Hallucination — 1× in this paper · explained in 3 episodes
Interpretability — 1× in this paper · explained in 15 episodes
Quantization — 1× in this paper · explained in 12 episodes
Robustness — 1× in this paper · explained in 5 episodes

Terminology

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