Deep Learning for Model Correction of Dynamical Systems with Data Scarcity. - Caroline Tatsuoka; Dongbin Xiu (SIAM/ASA J. Uncertain. Quantification, 2025)

Multi-fidelity Parameter Estimation Using Conditional Diffusion Models. - Caroline Tatsuoka; Minglei Yang 005; Dongbin Xiu; Guannan Zhang (CoRR, 2025)

Exact Conditional Score-Guided Generative Modeling for Amortized Inference in Uncertainty Quantification. - Zezhong Zhang; Caroline Tatsuoka; Dongbin Xiu; Guannan Zhang (CoRR, 2025)