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Author

Byoungkwon Kim

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Review Open access Aug 2026

Physics-Aware Deep Learning Reconstructs Ground Contamination from Sparse UAV Radiation Measurements over the Fukushima Ukedo Basin Without Field Training

Aerial radiation surveys produce sparse trajectories that must be reconstructed into contamination maps. Conventional aerial interpolators—inverse distance weighting (IDW) and ordinary kriging—treat observations as local ground samples, ignoring that each measurement integrates radiation over an extended footprint A(x,...

Byoungkwon Kim · 0 citations
Preprint Jul 2026

Tensor-Train Joint Modeling for Few-Step Discrete Diffusion

The first framework for explicit joint distribution modeling in discrete diffusion via tensor decomposition, which represents the conditional clean distribution as a low-rank tensor with controllable expressivity, is presented.

Byoungkwon Kim, Minhyuk Sung · 0 citations

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