When Relationships Break: Interpreting Network Traffic Anomalies via Dependency Violations

arXiv:2608.26831 · cs.CR · Submitted 2026-08-27 · Read on arXiv

cs.CR

Submitted: 2026-08-27

Updated: 2026-08-27

Code: https://github.com/FedeU95/XION

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

Terminology

• Interpretability — 8× in this paper · explained in 15 episodes
• AUROC — 7× in this paper · explained in 2 episodes
• Isolation Forest — 6× in this paper
• Provenance — 6× in this paper · explained in 4 episodes
• Machine Learning — 5× in this paper
• Explainability — 4× in this paper · explained in 3 episodes
• Accuracy — 3× in this paper · explained in 1 episode
• Benchmark — 3× in this paper · explained in 2 episodes
• Computational overhead — 3× in this paper · explained in 2 episodes
• Balanced Accuracy — 2× in this paper
• Causal Discovery — 2× in this paper · explained in 2 episodes
• Distributed Denial of Service — 2× in this paper
• Shapley values — 2× in this paper · explained in 2 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Adaptability — 1× in this paper · explained in 1 episode
• Adversarial Attacks — 1× in this paper · explained in 1 episode
• Causal Inference — 1× in this paper · explained in 4 episodes
• Causal Reasoning — 1× in this paper · explained in 2 episodes
• Concept Drift — 1× in this paper · explained in 4 episodes
• Contrastive Learning — 1× in this paper · explained in 5 episodes
• Copula — 1× in this paper · explained in 2 episodes
• Core — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Explainable AI (XAI) — 1× in this paper · explained in 7 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Formal Methods — 1× in this paper · explained in 3 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Local Outlier Factor — 1× in this paper
• Network and Distributed System Security Symposium — 1× in this paper
• Reconstruction Error — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Selection Bias — 1× in this paper · explained in 4 episodes
• Sparsity — 1× in this paper · explained in 4 episodes
• Supervisory Control And Data Acquisition — 1× in this paper
• Time-Varying Graphical Lasso — 1× in this paper

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