A Unified Transformer–BDI Architecture for Financial Fraud Detection: Distributed Knowledge Transfer Across Diverse Datasets

A Unified Transformer–BDI Architecture for Financial Fraud Detection: Distributed Knowledge Transfer Across Diverse Datasets

Financial fraud detection is a critical application area within the broader domains of cybersecurity and intelligent financial analytics. With the growing volume and complexity of digital transactions, the traditional rule-based and shallow learning models often fall short in detecting sophisticated...

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Bibliographic Details
Main Authors: Parul Dubey, Pushkar Dubey, Pitshou N. Bokoro
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Forecasting
Subjects:
financial fraud detection
transformer models
belief–desire–intention (BDI) reasoning
knowledge distillation
explainable artificial intelligence (XAI)
Online Access:https://www.mdpi.com/2571-9394/7/2/31
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