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Author

Fariz Ikhwantri

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Preprint Aug 2026

Disentangling Homophily and Rarity: Explaining Failure in Graph Neural Networks

It is demonstrated that the information needed to classify heterophilic nodes correctly is often recoverable by retraining the classification head of a model, or even just the final linear classification layer.

Preben M. Ness, Fariz Ikhwantri, D. Marijan · 0 citations
Preprint Aug 2026

An Agentic RAG and Evaluation Framework for Assurance Case Generation: Industrial Use Case for the EU Cyber Resilience Act Compliance

This work introduces an automated framework for generating Assurance Cases using an agentic Retrieval-Augmented Generation grounded in a formal Claim-Argument-Evidence logic, which provides a scalable, interpretable approach for automating mandatory CRA conformity assessments, reducing manual effort while maintaining transparent decision support.

Fariz Ikhwantri, I. L. Ojanguren, D. Marijan et al. · 0 citations

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