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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Ramatu Abubakar

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3 papers indexed here

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Review Open access Sep 2026

Adversarially Robust and Explainable Graph Neural Networks for Fraud Detection in Dynamic Blockchain Networks: A Problem-Based Systematic Literature Review

Graph Neural Networks (GNNs) have emerged as an effective approach for blockchain fraud detection because they can model complex relationships among transactions and participating entities. However, existing GNN-based approaches remain limited by vulnerability to adversarial manipulation, limited explainability, contin...

O. Ojerinde, Ramatu Abubakar, Ajagun Abimbola Susan et al. · 0 citations
Open access Aug 2026

Deep learning-based multi-speaker separation and speech enhancement for forensic audio analysis

The increasing use of audio recordings in criminal investigations has created a growing demand for intelligent forensic audio analysis systems capable of recovering intelligible speech from acoustically challenging environments. Forensic recordings frequently contain overlapping speakers, background conversations, and...

O. Ojerinde, R. Mudasiru, Ramatu Abubakar et al. · 0 citations
#graph neural networks Review Open access Sep 2026

Adversarially Robust and Explainable Graph Neural Networks for Fraud Detection in Dynamic Blockchain Networks: A Systematic Solution-Based Literature Review

Blockchain technology has revolutionized digital financial systems through decentralized, transparent, and secure transactions. However, the increasing sophistication of blockchain systems has coincided with the emergence of complex illicit activities, including ransomware transactions, Ponzi schemes, phishing, and mon...

O. Ojerinde, Ramatu Abubakar, B. Alenoghena et al. · 0 citations

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