Andrew J. Reader

Distributional Consistency Loss: Beyond Pointwise Data Terms in Inverse Problems

Recovering true signals from noisy measurements is a central challenge in inverse problems spanning medical imaging, geophysics, and signal processing. Current solutions nearly always balance prior assumptions regarding the true signal (regularization) with agreement to noisy measured data (data-fid…