A statistics-aware method projects TCSPC photon timestamps onto non-uniform spline sketches using Fisher-information knot placement, delivering up to 256x compression while matching full-histogram NLSF and MLE accuracy on mono- and bi-exponential data.
Information and the accuracy attainable in the estimation of statistical parameters
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Schrödinger Bridge-based generative semantic communication (SBGSC) enables direct optimal distribution transport from semantics to images, cutting hallucinations and achieving 38% better FID, 49.3% better SSIM, and over 8x faster inference than prior GSC methods.
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Histogramless Time-Domain Sketched Fluorescence Lifetime Imaging
A statistics-aware method projects TCSPC photon timestamps onto non-uniform spline sketches using Fisher-information knot placement, delivering up to 256x compression while matching full-histogram NLSF and MLE accuracy on mono- and bi-exponential data.
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Optimally Bridging Semantics and Data: Generative Semantic Communication via Schr\"odinger Bridge
Schrödinger Bridge-based generative semantic communication (SBGSC) enables direct optimal distribution transport from semantics to images, cutting hallucinations and achieving 38% better FID, 49.3% better SSIM, and over 8x faster inference than prior GSC methods.