Research Interests

Bayesian statistics and its extensions.

Conference Travels

Academic Conferences

Industry Conferences

Publications

Preprints & Manuscripts Under Review

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

Authors: Boyuan Deng, Kshitiz Upadhyay, Michael Shields

arXiv preprint, 2026.

[arXiv] [Code]

Peer Reviewed Journal Articles

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[PDF] [DOI]

Conference Papers & Proceedings

ICML 3000 Forever

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NIPS 3000 Workshops

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Lectures & Presentations

Conference and Seminar Talks (in chronological order)

[1]
"PINN-DGP: Coupling Physics-Informed Neural Networks with Deep Gaussian Processes for Uncertainty-Calibrated Parameter Discovery", EMI, University of Colorado Boulder, 2026
[2]
"Physics-Informed Gaussian Processes for Solving the Helmholtz Equation", NCS20, University of Pennsylvania, 2026
[Program]

Poster Presentations (in chronological order)

[1]
"Physics-Informed Gaussian Processes for Solving the Helmholtz Equation", HEMI Day, Johns Hopkins University, 2026
[Program]