Unmasking Shortcut Learning in IoT Intrusion Detection: A Forensic, Multi-Paradigm Evaluation of Feature Dependence and Data Leakage

arXiv:2609.28725 · cs.CR, cs.LG, cs.NI · Submitted 2026-09-23 · Read on arXiv

cs.CR, cs.LG, cs.NI

Submitted: 2026-09-23

Updated: 2026-09-23

Terminology

Benchmark — 18× in this paper · explained in 2 episodes
Generalization — 5× in this paper · explained in 13 episodes
Ablation — 3× in this paper · explained in 1 episode
Network Intrusion Detection Systems — 3× in this paper
Aggregation — 2× in this paper · explained in 1 episode
Internet of Things — 2× in this paper
Accuracy — 1× in this paper · explained in 1 episode
AdamW Optimizer — 1× in this paper · explained in 1 episode
Core — 1× in this paper · explained in 2 episodes
Denial of Service — 1× in this paper
F1 Score — 1× in this paper · explained in 3 episodes
Feature Selection — 1× in this paper · explained in 4 episodes
Grounding — 1× in this paper · explained in 3 episodes
Hyperparameters — 1× in this paper · explained in 2 episodes
Semantic Gap — 1× in this paper · explained in 2 episodes

Related papers