works on
brain elastography 1complex-valued fields 1gaussian processes 1helmholtz equation 1physics-informed learning 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

stat.ML2026

Operator-Informed Gaussian Processes for Complex Helmholtz Wavefields: From Synthetic Benchmarks to In Vivo Brain Elastography

Boyuan Deng, Kshitiz Upadhyay, Michael Shields

The paper extends physics‑informed Gaussian‑process regression to complex‑valued Helmholtz wavefields by converting the complex operator into a coupled real system, allowing uncert…