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Author

Oleg Savenko

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3 papers indexed here

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Conference Sep 2026

Intelligent Extraction of Static and Dynamic Invariants for Botnet Classification

The rapid mutation and obfuscation techniques employed by modern polymorphic botnets create a highly dynamic and non-stationary distribution of malware signatures, rendering traditional detection algorithms obsolete. This paper addresses the challenge of identifying such evasive threats by proposing a machine learning-...

Andrii Holovatiuk, Oleg Savenko · 0 citations
Conference Sep 2026

A Model of Software Code Quality Analysis, Assessment, and Improvement System

Existing code analysis systems address individual aspects of software quality (complexity, duplication, style) but do not combine multi-level analysis, metric aggregation, and learning-based inference within a single formal framework, nor do they close the loop between refactoring outcomes and assessment. This paper pr...

Ihor Prokofiev, Oleg Savenko · 0 citations
Conference Sep 2026

Conceptual Model for Network Traffic Anomaly Detection in Computer Systems

We propose a graph neural network approach to network traffic anomaly detection that focuses on four adversarial technique classes from the MITRE ATT&CK framework: command and control (T1071), data exfiltration (T1041/T1048), reconnaissance (T1046/T1018), and lateral movement (T1021). We propose representing network tr...

Oleksandr Martsenkov, Oleg Savenko · 0 citations

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