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M. R. Babu

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#graph neural networks Open access Sep 2026

Risk-Aware Hierarchical Meta-Reinforcement Learning with Quantile Regression LSTM Framework for Adaptive Task Prioritization and Congestion Avoidance Offloading in Fog–Cloud Systems

A graph network with a reinforcement learning framework to avoid congestion and schedule tasks with a low makespan in fog–IoT systems and demonstrates the improved ability to ensure reliable and effective fog–cloud allocation in response to dynamically changing workloads.

Vivekananda Potti, M. R. Babu · 0 citations
#federated learning Open access Sep 2026

AI-based context-aware data anonymization with federated adaptive differential privacy for IoT applications

A novel data anonymization framework based on federated learning and adaptive differential privacy for privacy-preserving IoT healthcare data management while achieving an improved balance between data utility, computational efficiency, and privacy protection is proposed.

Shaik Mahammad Shakeer, M. R. Babu · 0 citations

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