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A. Dmitriev

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#machine learning Preprint Aug 2026

WiNeRF: Measurement Constrained Radiance Fields for Actionable Wireless Channel Modeling

WiNeRF is presented, a neural field framework that learns a spatially continuous, complex-valued wireless channel representation directly from sparse channel state information (CSI) collected by commodity WiFi devices, and produces a task-agnostic channel representation that can be directly reused in standard signal-pr...

S. ur Rahman, Rafid Umayer Murshed, A. Dmitriev et al. · 0 citations

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