Author

V. Barot

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#federated learning Open access Oct 2026

Federated learning with adaptive reliability aware aggregation for privacy preserving healthcare IoT systems

Healthcare Internet of Things (IoT) devices generate vast amounts of sensitive patient data, creating significant privacy risks and regulatory challenges when processed through centralized architectures. Federated Learning (FL) offers a promising solution by enabling decentralized model training without sharing raw dat...

V. Barot, Jashvant Dave, M. R et al. · Scientific Reports · 0 citations

Preprint Sep 2026

VGG16-MCA UNet: Whole-Tumor Segmentation in 2D FLAIR MRI with Decoder-Side Channel Attention

VGG16-MCA UNet is presented, a hybrid architecture pairing an ImageNet-pretrained VGG16 encoder with a decoder in which a Multi-Channel Attention (MCA) module recalibrates features after each skip-connection fusion, trained with the Focal Tversky loss to counter severe foreground-background imbalance.

Shubham Gajjar, Deep Joshi, Avi Poptani et al. · 0 citations

Open access 2026

Optimizing Cloud Resource Management Through Energy-Efficient VM Placement Techniques

Experimental results show that EEVMP consistently outperforms existing placement strategies such as PABFD, IQRMC, PEBFD, ESVMP, and HVMAP in terms of energy efficiency and overall performance.

Dipak Dabhi, A. Kharwar, D. Vadhwani et al. · ITEGAM- Journal of Engineeri... · 0 citations