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Publications

^: equal contribution, +: equal correspondence.

  1. Jaemin Oh, Youngkyu Lee, Jerome Darbon, and George Em Karniadakis, Spectrally Safe Neural Operator Warm-Starts for Large-Scale Newton Solvers, 2026, submitted.
  2. Jaemin Oh, On the Effects of Neural Field Reparameterization for 4DVAR, accepted for SIAM Journal on Scientific Computing, 2026.
  3. Shiqi Zhang, Wuwei Wu, Jaemin Oh, Jie Chen, and Xiaoning Qian, Perron--Frobenius Operator Matching for Generative Modeling, accepted for IFAC World Congress, 2026.
  4. Jinsung Lee, Jaemin Oh, Namhun Kim, Dongwon Kim, Byung-Jun Yoon, and Suha Kwak, Structured State-Space Regularization for Generation-Friendly Image Tokenization, 2026, submitted.
  5. Raj S Roy, Jaemin Oh, ANM Nafiz Abeer, Maria I Giraldo, Tesuro Ikegami, Scott C Weaver, Nikolaos Vasilakis, Byung-Jun Yoon, and Xiaoning Qian, An integrated computational antigen discovery pipeline with hierarchical filtering for emerging viral variants, NAR Molecular Medicine, 2026.
  6. Jaemin Oh, Xiaoning Qian, and Byung-Jun Yoon, Rapid sequence-based screening of structure-disrupting protein mutations, 2026, submitted.
  7. Jaemin Oh, Jinsil Lee, and Youngjoon Hong, Machine Learning-Based Nonlinear Nudging for Chaotic Dynamical Systems, 2025, submitted.
  8. Jaemin Oh, Seung Yeon Cho, Seok-Bae Yun, Eunbyung Park, and Youngjoon Hong, Separable physics-informed neural networks for solving the BGK model of the Boltzmann equation, SIAM Journal on Scientific Computing, 2025.
  9. Myeong-Su Lee^, Jaemin Oh^, Dong-Chan Lee, KangWook Lee, Sooncheol Park, and Youngjoon Hong, Forward and inverse simulation of pseudo-two-dimensional model of lithium-ion batteries using neural networks, Computer Methods in Applied Mechanics and Engineering, 2025.
  10. Namgyu Kang^, Jaemin Oh^, Youngjoon Hong+, and Eunbyung Park+, PIG: Physics-Informed Gaussians as Adaptive Parametric Mesh Representations, Internation Conference on Learning Representations, 2025.
  11. Daewon Yang et al., Temporal change in minimum mortality temperature under changing climate: A multicountry multicommunity observational study spanning 1986–2015, Environmental Epidemiology, 2024.