Uncorrected Gaussian residual penalties in full-space sampling converge after marginalization to the graph-lifted reduced posterior multiplied by the inverse absolute determinant of the state Jacobian, requiring explicit determinant corrections for equivalence.
Inversion of seismic reflection data in the acoustic approximation,
4 Pith papers cite this work. Polarity classification is still indexing.
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UWB-Fat estimates subcutaneous fat thickness with 0.63 mm RMSE using UWB radar signals and a physics-inspired model on 15 participants, as a non-intrusive caliper replacement.
A VSS-based joint FWI framework enables direct multi-deployment inversion of geophone and DAS data, yielding more accurate elastic parameter recovery than single-sensor cases on Marmousi benchmarks when sensors provide complementary information.
Hybrid quantum-classical FBPINN for acoustic FWI achieves lower L1 velocity error than classical baselines in ~8x fewer iterations with ~33% fewer parameters on anomaly and checkerboard benchmarks.
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UWB-Fat: Non-Intrusive Body Fat Measurement Using Commodity Ultra-Wideband Radar
UWB-Fat estimates subcutaneous fat thickness with 0.63 mm RMSE using UWB radar signals and a physics-inspired model on 15 participants, as a non-intrusive caliper replacement.