Explaining machine learning DGA detectors from DNS traffic data

[PDF] ieee.org

SHAP interpretations of tree and neural network DNS classifiers for analyzing DGA family characteristics

N Kostopoulos, D Kalogeras, D Pantazatos… - IEEE …, 2023 - ieeexplore.ieee.org
Domain Generation Algorithms (DGA's) have been employed by botnet orchestrators for
controlling infected hosts (bots), while evading detection by performing multiple DNS …
被引用次数：6 相关文章 所有 3 个版本
[PDF] arxiv.org

False Sense of Security: Leveraging XAI to Analyze the Reasoning and True Performance of Context-less DGA Classifiers

A Drichel, U Meyer - Proceedings of the 26th International Symposium …, 2023 - dl.acm.org
The problem of revealing botnet activity through Domain Generation Algorithm (DGA)
detection seems to be solved, considering that available deep learning classifiers achieve …
被引用次数：2 相关文章 所有 3 个版本

Increasing Detection Rate for Imbalanced Malicious Traffic using Generative Adversarial Networks

P Memmesheimer, S Machmeier… - European Interdisciplinary …, 2024 - dl.acm.org
Intrusion Detection and Prevention Systems aim to detect and prevent malicious activity or
policy violations. Anomaly-based models like autoencoders or neural networks have …
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[PDF] arxiv.org

Enabling Quantum Cybersecurity Analytics in Botnet Detection: Stable Architecture and Speed-up through Tree Algorithms

M Tehrani, E Sultanow, WJ Buchanan, M Amir… - arXiv preprint arXiv …, 2023 - arxiv.org
For the first time, we enable the execution of hybrid machine learning methods on real
quantum computers, with 100 data samples, and also with real-device-based simulations …
相关文章 所有 7 个版本

[引用][C] Χρήση eXplainable Artificial Intelligence (XAI) για την επεξήγηση μοντέλων ανίχνευσης κίνησης από Domain Generation Algorithms (DGA)

Μ Μιχαηλίδης - 2023 - dspace.lib.ntua.gr
Χρήση eXplainable Artificial Intelligence (XAI) για την επεξήγηση μοντέλων ανίχνευσης
κίνησης από Domain Generation Algorithms (DGA) Αρχική Σελίδα → Κεντρική Βιβλιοθήκη …
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