2 papers
stat.AP2026
Scalable, Likelihood-Free Calibration of Ice-Sheet Models with Deep Diffusion Emulators and Feature Matching
Kanghyun Wi, Jaewoo Park, Saumya Bhatnagar +1
The Antarctic ice sheet is a major source of uncertainty in future sea-level projections, and physical simulators such as the PSU3D-ICE model are essential for studying its evoluti…
stat.ML2020
Computer Model Calibration with Time Series Data using Deep Learning and Quantile Regression
Saumya Bhatnagar, Won Chang, Seonjin Kim Jiali Wang
Computer models play a key role in many scientific and engineering problems. One major source of uncertainty in computer model experiment is input parameter uncertainty. Computer m…