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O. Partyka

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#federated learning Book Open access Nov 2026

IDENTIFICATION AND AUTHENTICATION SYSTEMS IN THE CONTEXT OF MODERN INFORMATION SECURITY THREATS

The monograph aims to provide a detailed analysis of current biometric authentication technologies using electrocardiographic (ECG) signals and voice as two fundamentally different but complementary modalities. The relevance of the work is due to the ongoing and evolving crisis of password-based security mechanisms (an...

O. Harasymchuk, I. Opirskyy, D. Sabodashko et al. · 0 citations
Review Open access Sep 2026

RISK-AWARE CYBERATTACK DETECTION IN WIRELESS NETWORKS CONSIDERING THE ROBUSTNESS OF MACHINE LEARNING MODELS

Intrusion detectors for wireless networks are still commonly assessed on unchanged test sets. Such evaluation does not cover a deliberate modification of controllable traffic features or the use of model explanations to identify a vulnerable direction. A high test score therefore says little about detector behaviour un...

O. Partyka · 0 citations

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