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Author

Salam Fraihat

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Open access Aug 2026

Explainable Graph Neural Networks for Multi-Class Fraudulent Address Classification in Ethereum

An explainable Graph Neural Network-based framework for multi-class Ethereum address classification using an enhanced version of the Benchmark Labeled Transactions Ethereum (BLTE) dataset, which indicates that neighborhood-aware graph learning is useful for multi-class Ethereum address classification, while also showin...

Salam R. Al-E'mari, Yousef K. Sanjalawe, Salam Fraihat et al. · 0 citations
Sep 2026

Graph-aware Byzantine-resilient aggregation for adaptive poisoning detection in federated learning

GRAB-FL is proposed, a graph-aware, Byzantine-resilient FL framework for a bounded gray-box setting in which adversaries may observe global model trajectories and adapt their updates over time but cannot inspect server-side trust states.

Salam Fraihat, Yousef K. Sanjalawe, Qussai M. Yaseen et al. · 0 citations

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