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Jinwoo Go

2 accepted papers

2025

A Plug-and-Play Query Synthesis Active Learning Framework for Neural PDE Solvers

NeurIPS 2025poster

In recent developments in scientific machine learning (SciML), neural surrogate solvers for partial differential equations (PDEs) have become powerful tools for accelerating scientific computation for various science and engineering applications. However, training neural PDE solvers often demands a…

Cited by 0SourceScholar
2022

Robust expected information gain for optimal Bayesian experimental design using ambiguity sets

UAI 2022poster

The ranking of experiments by expected information gain (EIG) in Bayesian experimental design is sensitive to changes in the model’s prior distribution, and the approximation of EIG yielded by sampling will have errors similar to the use of a perturbed prior. We define and analyze Robust Expected In…

Cited by 15SourcePDFScholar