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Author

Arijit Roy

2 papers indexed here

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Sep 2026

HFSDN: Hierarchical Federated Learning Based SDN Architecture for Fault-Tolerance

Federated learning (FL) offers an appealing way to train models across distributed devices without centralizing raw data, but deploying it in large, real-world networks quickly reveals serious limitations. Communication bottlenecks, unreliable connections, and the risk of a single aggregation server becoming a point of...

Aayush Srivastava, Prince Kumar, Arijit Roy · 0 citations
Sep 2026

Ensemble and Explainable AI-Based Framework for Early Prediction of Heart Disease

The proposed hybrid and explainable machine learning architecture demonstrates substantial predictive accuracy, robustness, and interpretability for the early detection of heart disease.

Sudipta Bhattacharya, Bingshati Mondal, Nabanita Das et al. · 0 citations

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