## Talks

Invited talk in Mathematics Department of Inha University, Incheon, Korea.

July 30, 2024

Title: Real-Time Solutions to PDEs with Neural Operators in SciML

Invited talk in National Institute of Mathematical Sciences (NIMS), Innovation Center for Industrial Mathematics (ICIM), Pangyo, South Korea

July 4, 2024

Title: Two approaches using Deep Learning to solve partial differential equations

Invited talk in Department of Mathematics, Incheon National University, Incheon, South Korea

June 13, 2024

Title: Deep Learning and Partial Differential Equations

Invited talk in Workshop in Machine Learning and Numerical Analysis, Pohang, South Korea

May 31-June 2, 2024

Title: Real-Time Solutions to PDEs with Neural Operators in SciML

Invited talk in Department of Mathematics, Chung-Ang University, Seoul, South Korea

May 21, 2024

Title: Deep Learning and Partial Differential Equations

Invited talk in Department of Mathematics, Kon-kuk University Seoul, South Korea

May 16, 2024

Title: Two approaches using Deep Learning to solve partial differential equations

Invited talk in Department of Mathematics, The Chinese University of Hong Kong (online)

April 25, 2024

Title: Two approaches using Deep Learning to solve partial differential equations

Contributed talk in 2024 Winter Workshop on PDE and Applied Mathematics, KAIST, Daejeon, South Korea

January 22-24, 2024

Title: Learning Solution Operators of Partial Differential Equations and Their Application

Contributed talk in 2023 KIAS CAINS Workshop, Gyeongju, South Korea

November 23-25, 2023

Title: Finite Element Operator Network for Solving Parametric PDEs

Invited talk in Department of Applied Artificial Intelligence, Seoul National University of Science and Technology (online)

November 2, 2023

Title: Physics-Informed Neural Network

Invited talk in National Institute for Mathematical Sciences (NIMS), Daejeon, South Korea

October 6, 2023

Title: Two approaches using Deep Learning to solve partial differential equations

Invited talk in 2023 Postech SIAM Student Chapter (PSSC) SUMMER CAMP - Applied Mathematics and Machine Learning, POSTECH, Pohang, South Korea

August 30-31, 2023

Title: Deep Learning and partial differential equations

Invited talk in The 4th Korea-France Conference on Mathematics, KIAS, Seoul, South Korea

August 21-25, 2023

Title: Deep learning approach for solving kinetic equations

Invited talk in International Conference on Spectral and High Order Methods (ICOSAHOM) 2023, Yonsei University, Seoul, South Korea

August 14-18, 2023

Title: HyperDeepONet: learning operator with complex target function space using the limited resources via hypernetwork

Invited talk in Department of Mathematics, Gyeongsang National University, Jinju-si, Gyeongsangnam-do, South Korea

May 24, 2023

Title: Deep Learning and partial differential equations

Invited talk in Extrality monthly seminars: French startup - platform for fast numerical simulation (online)

May 23, 2023

Title: HyperDeepONet: learning operator with complex target function space using the limited resources via hypernetwork

Invited talk in 2023 KSIAM Spring Conference

May 19-21, 2023

Title: HyperDeepONet: learning operator with complex target function space using the limited resources via hypernetwork

Poster presentation in International Conference on Learning Representation (ICLR) 2023, Kigali, Rwanda

May 1-5, 2023

Invited talk in 2023 KMS Spring Meeting, Daejeon Convention Center, South Korea

April 27-29, 2023

Special Session on ‘Scientific Computing and Machine Learning’

Title: Learning solution operators of partial differential equations and their application

Invited talk in Department of Mathematical Data Science, Hanyang University ERICA Campus, Ansan, South Korea

April 12, 2023

Title: Deep Learning and partial differential equations

Invited talk in Department of Applied Mathematics, Kongju National University (online)

April 4, 2023

Title: Deep Learning and partial differential equations

Invited talk in Samsung Electronics Innovation Center CSE Team (혁신센터 CSE팀) (online)

March 23, 2023

Title: Two approaches using Deep Learning to solve partial differential equations

Invited talk in KAIST Applied and Computational Mathematics Seminar, Daejeon, South Korea

March 17, 2023

Title: Two approaches using Deep Learning to solve partial differential equations

Invited talk in SIAM Conference on Computational Science and Engineering (CSE23), Amsterdam, Netherlands

February 26 - March 3, 2023

Title: Two approaches using Deep Learning to solve partial differential equations

Invited talk in Seminar "Sciences - Computing - Data - Mathematics (SCDM)", Karlsruhe Institute of Technology, Karlsruhe, Germany

February 22, 2023

Title: Two approaches using Deep Learning to solve partial differential equations

Invited talk in Department of Mathematical Sciences, Seoul National University, Seoul, South Korea

February 16, 2023

Contributed talk in KIAS Center for AI and Natural Sciences Winter Workshop, Gangwon, South Korea

February 8-10, 2023

Invited talk in 2022 KSIAM Annual Meeting

November 24-27, 2022

Title: Learning solution operators of partial differential equations and their application

Invited talk in Workshop for Korea-UK AI/ML Research in Fundamental Sciences

October 31 - November 4, 2022

Title: Two approaches using Deep Learning to solve partial differential equations

Invited talk in 수요자중심의 과학영재정책 발굴/기획을 위한 토론회

October 26, 2022

Title: (Korean) 과학영재교육 수혜자의 입장에서

Invited talk in France-Korea IRL webinar in PDE (online)

October 14, 2022

Title: Deep learning approach for solving kinetic equations

Invited talk in Department of Mathematics, Dongguk University, Seoul, South Korea

October 7, 2022

Title: Two approaches using Deep Learning to solve partial differential equations

Invited talk in Department of Mathematics, Sungkyunkwan University, Suwon, South Korea

September 23, 2022

Seminar at Basic Research Laboratory

Title: Two approaches using Deep Learning to partial differential equations

Contributed talk in KIAS Center for AI and Natural Sciences Summer Workshop, Jeju, South Korea

August 31 - September 2, 2022

Title: Learning solution operators of partial differential equations

Invited talk in 2022 KSIAM-MINDS-NIMS International Conference on Machine Learning and PDEs: Theory, Algorithms, and Its Applications, Seoul, South Korea

August 10-12, 2022

Title: Two Approaches using Deep Learning to Partial Differential Equations

Contributed talk in Seminar at Center for AI and Natural Sciences, KIAS, Seoul, South Korea

May 31, 2022

Title: On deep learning approach to partial differential equations

Poster presentation in Association for the Advancement of Artificial Intelligence (AAAI), 2022 (Virtual)

Feb 24-27, 2022

Title: Solving PDE- constrained Control Problems using Operator Learning

Contributed talk in 2021 POSTECH MINDS WORKSHOP, Gyeongju, South Korea

November 19-20, 2021

Recent Progress in Data Science and Applications

Title: On the Neural Network Approach to PDEs

Invited talk in 2020 KMS Annual Meeting (online)

October 23-24, 2020

Special Session on ‘Kinetic Equations and Particle Dynamics’

Title: The model reduction of the Vlasov-Poisson-Fokker-Planck system to the Poisson-Nernst- Planck system via the Deep Neural Network Approach

Invited talk in 2019 KMS Annual Meeting, Hongik University, South Korea

October 25-27, 2019

Special Session on ‘Kinetic Equations and Particle Dynamics’

Title: Neural network solutions to the kinetic Fokker-Planck equation in a bounded interval