Recent Talks (Past Two Years)
SIAM Annual Meeting 2025: Montréal, Québec, Canada "Advancements in Neural Network Solvers for PDEs and Optimizations: Applications and Challenges" (2025.07)
Integrating Neural Galerkin Scheme into Deep Learning for Advanced PDE Solvers and Operator Learning
The Thirteenth International Conference on Learning Representations (2025.04)
Physics-Informed Deep Inverse Operator Networks for Solving PDE Inverse Problems
2024 Annual Meeting of the Korean Society for Industrial and Applied Mathematics (2024.12)
Physics-Informed Techniques for Parameter Estimation in RCS data and Solving Inverse Problems in PDEs
2024 Fall Applied Mathematics Colloquim "Artificial Intelligence and Mathematics", Department of Mathematics, Konkuk University (2024.09)
Deep Learning for Solving PDEs and Learning Operators
Chungnam National University Teacher Artificial Intelligence Training Program (2024.08)
Text and Image data representation and processing
KIAS Center for AI and Natural Sciences Workshop (2024.05)
Learning time-dependent PDE via graph neural networks and deep operator network for robust accuracy on irregular grids
Two day Workshop for Emerging Mathematicians: PDE, Harmonic Analysis, and Applied Math (2024.05)
Learning Operators in Complex Function Spaces Using Hypernetworks with Limited Resources
2024 KMS Spring Meeting (2024.04)
Estimating the Distribution of Parameters in Differential Equations with Repeated Cross-Sectional Data
2023 Winter Workshop on PDE and Applied Mathematics (2024.01)
Deep Learning for Advanced PDE Solvers and Operator Learning
KAIST Seminars: Center for AI and Natural Sciences (2024.01)
Deep Learning for Advanced PDE Solvers and Operator Learning
Previous Talks
The 4th Korea-France Conference on Mathematics (2023.08)
Estimating Asymptotic Spreading Speed for A Predator-Prey System with Two Predators Via Neural Network Approach
The 8th CIJK Conference on Mathematical and Theoretical Biology (2023.06)
Estimating Asymptotic Spreading Speeds in a Three-Species Predator-Prey Systems with Dual Predators Using Neural Networks
2023 SAARC ColLabor WORKSHOP (2023.06)
Solving Partial Differential Equations via Deep Neural Network
2023 KSIAM Spring Conference (2023.05)
GraphDeepONet: Learning to simulate time-dependent partial differential equations using graph neural network and deep operator network
IBS Biomedical Mathematics Seminar (2023.03)
HyperDeepONet: learning operator with complex target function space using the limited resources via hypernetwork
ReaDiNet 2023: International conference on parabolic and stochastic models in mathematical biology (2023.01)
Targeting the Monotonic Traveling Wave Solution via Augmented Physics-Informed Neural Network with Deep Operator Network.
Bk21 Four POSTECH Mathematics Workshop (2022.06)
AL-PINNs: Augmented Lagrangian relaxation method for Physics-Informed Neural Networks
2021 POSTECH MINDS WORKSHOP, Recent Progress in Data Science and Applications (2021.11)
Traveling Wave Solutions of Partial Differential Equations Via Neural Networks