Author

Ala I. Al-Fuqaha

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#artificial intelligence Preprint Sep 2026

From Normative Frameworks to Alignment Data: Constructing and Evaluating SFT and Preference Data

Aligning language models with a specified normative framework requires translating abstract principles into concrete examples and preference signals from which models can learn. We present an expert-driven methodology for constructing such alignment data and apply it to a normative framework grounded in Islamic ethical...

H. Sencar, Rezart Beka, D. Naeem et al. · 0 citations

Open access 2026

DMGCRL: Dynamic Multi-Scale Graph Contrastive Representation Learning for Network Intrusion Detection

Graph neural networks (GNNs) have recently attracted significant attention in network intrusion detection systems (NIDS) due to their ability to model network traffic as graphs and capture complex relationships within network flows. However, existing GNN-based methods face critical limitations: they rely on limited or...

Raeed Al-Sabri, Abdullatif Albaseer, Mohamed M. Abdallah et al. · IEEE Transactions on Network... · 0 citations