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Author

Madhusanka Liyanage

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Open access 2026

X-ZeroSec: Zero-Shot Evasion Attack Detection in Deep Learning-Based Beamforming Prediction With XAI

With the rise of next-generation wireless systems, Deep Learning (DL)-based security solutions are gaining widespread adoption. One key area DL impacts is beamforming prediction in mmWave communication. This study investigates how vulnerable AI-based models are to adversarial attacks, which can disrupt network performa...

Thulitha Senevirathna, Bartlomiej Siniarski, Madhusanka Liyanage et al. · 0 citations
Conference Aug 2026

Post-Quantum Cryptography and Blockchain Framework for Secure AI-RAN in 6G Networks

Artificial Intelligence-driven Radio Access Networks (AI-RAN) are a core paradigm of 6G, but the tight coupling of AI models, open interfaces, and distributed control loops raises security and trust challenges that cryptographically relevant quantum computers worsen by breaking the public-key cryptography underpinning...

Pasindu Udugahapattuwa, Chamitha de Alwis, Engin Zeydan et al. · 0 citations
Conference Aug 2026

Generative AI for Trustworthy and Compliant Cybersecurity in the Digital Landscape

Generative Artificial Intelligence (GenAI) offers transformative potential for cybersecurity, enabling automation, adaptability, and intelligence against increasingly sophisticated threats. This paper examines the development, training, and deployment of GenAI models for threat detection, anomaly analysis, incident res...

C. Moremada, Engin Zeydan, Madhusanka Liyanage · 0 citations
#artificial intelligence Preprint Sep 2026

Trustworthy, Explainable, and Sustainable Decentralized Intelligence for 6G Networks

A unified perspective on decentralized intelligence for 6G is developed, arguing that decentralization, trustworthiness, explainability, and sustainability must be designed jointly rather than treated as independent requirements.

Giovanni Perin, Michele Rossi, Enrique Tomás Martínez Beltrán et al. · 0 citations
Conference Jul 2026

Toward an Evolvable 6G Telco Cloud Infrastructure: Enabling Service Provision and Experimental Validation

The emergence of sixth-generation (6 G) networks demands a radical shift in how telecommunication infrastructures are designed, managed, and operated. This paper presents a comprehensive vision for an evolvable 6 G telco cloud and service provisioning platform that supports multi-provider, multi-technology environments...

Engin Zeydan, Pasika Sashmal Ranaweera, Madhusanka Liyanage · 0 citations

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