Use of convexity in contour detection. - Victor Churchill (CoRR, 2019)

Detecting Edges from Non-uniform Fourier Data via Sparse Bayesian Learning. - Victor Churchill; Anne Gelb (J. Sci. Comput., 2019)

Deep Learning of Chaotic Systems from Partially-Observed Data. - Victor Churchill; Dongbin Xiu (CoRR, 2022)

Learning Fine Scale Dynamics from Coarse Observations via Inner Recurrence. - Victor Churchill; Dongbin Xiu (CoRR, 2022)

Deep neural network modeling of unknown partial differential equations in nodal space. - Zhen Chen; Victor Churchill; Kailiang Wu; Dongbin Xiu (J. Comput. Phys., 2022)

Sampling-based Spotlight SAR Image Reconstruction from Phase History Data for Speckle Reduction and Uncertainty Quantification. - Victor Churchill; Anne Gelb (SIAM/ASA J. Uncertain. Quantification, 2022)

Flow Map Learning for Unknown Dynamical Systems: Overview, Implementation, and Benchmarks. - Victor Churchill; Dongbin Xiu (CoRR, 2023)

Robust modeling of unknown dynamical systems via ensemble averaged learning. - Victor Churchill; Steve Manns; Zhen Chen; Dongbin Xiu (J. Comput. Phys., 2023)

DNN modeling of partial differential equations with incomplete data. - Victor Churchill; Yuan Chen; Zhongshu Xu; Dongbin Xiu (J. Comput. Phys., 2023)

Principal component flow map learning of PDEs from incomplete, limited, and noisy data. - Victor Churchill (J. Comput. Phys., 2025)