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Mani Srivastava

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Preprint Sep 2026

CoRF: Cross-Scene RF Synthesis by Learning Propagation and Preserving Array Physics

Existing radio-frequency (RF) neural fields fit each scene separately, making new-scene deployment measurement- and optimization-intensive. This work studies amortized cross-scene spatial spectrum synthesis, where a shared model learns propagation across scenes and instantiates an unseen scene from sparse target-scene...

Kang Yang, Duaa Nakshbandi, Wan Du et al. · 0 citations
#machine learning Preprint Sep 2026

HoliBench: A Cross-Platform Benchmarking and Deployment Toolkit for Foundation Models in CPS-IoT Applications

HoliBench is presented, a modular benchmarking and deployment toolkit that jointly characterizes accuracy, latency, and energy across platforms from single-board computers to GPU servers and is released as open-source infrastructure for deployment-aware evaluation of foundation models.

Inesh Chakrabarti, Ze-Jun Xiong, Pragya Sharma et al. · 0 citations

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