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Danda B. Rawat

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Preprint Sep 2026

Digital Twin Enhanced Channel Twin for AI-Native CSI Inference: Generalizability and Scalability

Accurate channel state information (CSI) is critical for advanced multi-antenna wireless networks. While high-fidelity and site-specific ray-tracing (RT) equipped wireless digital twins can overcome overhead for CSI acquisition. However, computing deterministic, calibrated RT based CSI from a wireless digital twin for...

Majumder Haider, Imtiaz Ahmed, Zoheb Hassan et al. · 0 citations
Conference Aug 2026

A Zero-Trust Layer-2 Blockchain Architecture for Privacy-Preserving and Scalable Peer-to-Peer Energy Trading

Blockchain technology is transforming peer-to-peer (P2P) energy trading by providing secure, decentralized, and auditable infrastructure. However, native on-chain implementations face significant challenges, including limited transaction throughput, high computational costs, and privacy risks related to prosumer energy...

Bimal Ghimire, Het Patel, Danda B. Rawat et al. · 0 citations
Book Open access Aug 2026

SGS-GNN: A Supervised Graph Sparsifier for Graph Neural Networks

SGS-GNN improves F1-scores by 4% relative to full training and up to 30% on heterophilic graphs and outperforms state-of-the-art methods by 4–7% at similar sparsity levels while reducing peak memory usage by up to 3.9×.

Siddhartha Shankar Das, Naheed Anjum Arafat, Muftiqur Rahman et al. · 1 citation
Book Open access Aug 2026

SGS-GNN: A Supervised Graph Sparsifier for Graph Neural Networks

SGS-GNN improves F1-scores by 4% relative to full training and up to 30% on heterophilic graphs and outperforms state-of-the-art methods by 4–7% at similar sparsity levels while reducing peak memory usage by up to 3.9×.

Siddhartha Shankar Das, Naheed Anjum Arafat, Muftiqur Rahman et al. · 0 citations

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