Cho, Sung Woong

1. Enhanced Physics-Informed Neural Networks with Augmented Lagrangian Relaxation Method (AL-PINNs)
   2022/04/29 by Hwijae Son, Son, Hwijae, Sung Woong Cho +3 · 11 citations
   Physics and Astronomy · Mathematics · #Model Reduction and Neural Networks #Numerical methods for differential equations
2. HyperDeepONet: learning operator with complex target function space using the limited resources via hypernetwork
   2023/12/26 by Jae Yong Lee, Sung Woong Cho, Lee, Jae Yong +3 · 6 citations
   Computer Science · Materials Science · Physics and Astronomy · #65D17 #68U07 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning in Materials Science #Model Reduction and Neural Networks #Neural Networks and Applications #Numerical Analysis (math.NA)
3. Learning time-dependent PDE via graph neural networks and deep operator network for robust accuracy on irregular grids
   2024/02/13 by Sung Woong Cho, Cho, Sung Woong, Jae Yong Lee +3 · 5 citations
   Computer Science · Earth and Planetary Sciences · #65D17 #68U07 #FOS: Computer and information sciences #FOS: Mathematics #Image and Object Detection Techniques #Image and Signal Denoising Methods #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Seismic Imaging and Inversion Techniques
4. Physics-Informed Deep Inverse Operator Networks for Solving PDE Inverse Problems
   2024/12/04 by Sung Woong Cho, Cho, Sung Woong, Hwijae Son +1 · 2 citations
   Computer Science · Mathematics · #65M32 #68T99 #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #G.1.10 #G.1.8 #Neural Networks and Applications #Numerical Analysis (math.NA) #Numerical methods in inverse problems