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Mahendra Singh Panwar

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Open access 2026

Hybrid Random Forest and Neural Network Intrusion Detection for IoMT Networks with Federated Differential Privacy

Federated learning with Gaussian differential privacy noise across five simulated IoMT nodes is implemented and a novel negative finding is reported: Batch Normalisation is incompatible with FedAvg weight averaging under DP noise because the averaged population statistics become incoherent, collapsing global accuracy t...

Mahendra Singh Panwar, Jai Singh Gupta, Akash Saxena et al. · 0 citations

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