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Author

Amrita Bhatnagar

2 papers indexed here

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Open access Aug 2026

Federated Deep Learning for Privacy-Preserving Cryptocurrency Fraud Detection Using Heterogeneous Financial Data

FedHDL (Federated Heterogeneous Deep Learning), a novel privacy-preserving framework for cryptocurrency fraud detection that enables collaborative model training across five heterogeneous institutional nodes without raw data exchange, is introduced.

Kanika Singhal · 0 citations
Review Open access Jul 2026

A Deep Neural Network Framework for Automated Crime Detection and Video Summarization

Results demonstrate that combining anomaly-aware attention with keyframe extraction in a single trainable pipeline yields both higher detection fidelity and immediately actionable, human-reviewable video summaries, making the framework well suited for real-time deployment in smart-city and public-safety surveillance in...

Kanika Singhal, D. Uprety, Amrita Bhatnagar et al. · 0 citations

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