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T Ramaprabha

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#graph neural networks Open access Sep 2026

Graph Neural Networks for Malware and Financial Fraud Detection

Malware and payment fraud share a structural feature that flat feature vectors throw away. Both leave behind a graph. A binary induces a call graph; a fraud ring induces a web of accounts, devices and shared attributes. Graph neural networks learn on that structure directly, and this review examines what the move has b...

T Ramaprabha · 0 citations
#graph neural networks Open access Sep 2026

Graph Neural Networks for Malware and Financial Fraud Detection

Malware and payment fraud share a structural feature that flat feature vectors throw away. Both leave behind a graph. A binary induces a call graph; a fraud ring induces a web of accounts, devices and shared attributes. Graph neural networks learn on that structure directly, and this review examines what the move has b...

T Ramaprabha · 0 citations

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