Tutorial Lecture
November 2, 2023.
Title: Advanced Diffusion Models
Talks
CM2LA Seorabeol Research Station : Workshop in Machine Learning and Numerical Analysis, POSTECH, Pohang, South Korea
May 31, 2024.
Title: Generative Modeling through Optimal Transport
2024 KIAS CAINS Workshop, Busan, South Korea
May 27, 2024.
Title: Scalable Wasserstein Gradient Flow for Generative Modeling through Unbalanced Optimal Transport
2024 KSIAM Spring Conference, Kyungpook National University, Daegu, South Korea
May 18, 2024.
Title: Scalable Wasserstein Gradient Flow for Generative Modeling through Unbalanced Optimal Transport
International Conference on Learning Representation (ICLR) 2024 (Poster), Vienna, Austria
May 8, 2024.
Title: Analyzing and Improving Optimal-Transport-based Adversarial Networks
Recent Developments in Scientific Computing - Workshop in honor of Myungjoo Kang's 60th birthday, Seoul National University, South Korea
April 26, 2024.
Title: Generative Modeling through Optimal Transport
2024 KMS Spring Meeting, Daejeon, South Korea
April 20, 2024.
Title: Scalable Wasserstein Gradient Flow for generative modeling through Unbalanced Optimal Transport
Innovation Center for Industrial Mathematics (ICIM), National Institute for Mathematical Sciences (NIMS), Gyeonggi-do, South Korea
April 2, 2024.
Title: Generative Modeling through Optimal Transport
KAIST Applied and Computational Mathematics Seminar, KAIST, Daejeon, South Korea
March 8, 2024.
Title: Generative Modeling through Optimal Transport
Invited Talk at Basic Research Laboratory, University of Seoul, Seoul, South Korea
February 21, 2024.
Title: Analyzing and Improving Optimal Transport-based Generative Models
2024 Winter Workshop on PDE and Applied Mathematics, KAIST, Daejeon, South Korea
January 22, 2024.
Title: Analyzing and Improving Optimal Transport-based Generative Models
2024 Winter International Conference on Mathematics and Its Applications, Chungnam National University (Online)
January 15, 2024.
Title: Analyzing and Improving Optimal Transport-based Generative Models
Conference on Neural Information Processing Systems (NeurIPS) 2023 (Poster), New Orleans, Louisiana
December 12-13, 2023.
Title: Generative Modeling through the Semi-dual Formulation of Unbalanced Optimal Transport
Understanding the Latent Space of Diffusion Models through the Lens of Riemannian Geometry
KIAS Center for AI and Natural Sciences Workshop, Gyeongju, South Korea
November 24, 2023.
Title: Generative Modeling through Unbalanced Optimal Transport
2023 KMS Annual Meeting, Seoul National University, South Korea
October 28, 2023.
Title: Generative Modeling through the Semi-dual Formulation of Unbalanced Optimal Transport
Rookies Pitch, Department of Mathematical Sciences, Seoul National University, South Korea
October 12, 2023.
Title: What are Generative Models?
2023 International workshop for Future Value of Mathematics and its Applications, Chungnam National University (Online)
August 7, 2023.
Title: Generative Modeling through the Semi-dual Formulation of Unbalanced Optimal Transport
International Conference on Machine Learning (ICML) 2023 (Poster), Honolulu, Hawaii
July 26, 2023.
Title: MAGANet: Achieving Combinatorial Generalization by Modeling a Group Action
2023 KSIAM Spring Conference, Pyeong Chang, South Korea
May 20, 2023.
Title: Finding the Global Semantic Representation in GAN through Fréchet Mean
International Conference on Learning Representation (ICLR) 2023 (Poster), Kigali, Rwanda
May 1, 2023.
Title: Finding the Global Semantic Representation in GAN through Fréchet Mean
NCIA Lab, Department of Mathematical Sciences, Seoul National University, South Korea
April 13, 2023.
Title: Finding the Global Semantic Representation in GAN through Fréchet Mean
Winter Workshop, Center for AI and Natural Sciences, KIAS, Goseong, South Korea
February 8, 2023.
Title: Finding the Global Semantic Representation in GAN through Fréchet Mean
2023 International Conference for Mathematics and Its application, Chungnam National University (Online)
January 17, 2023.
Title: Finding the Global Semantic Representation in GAN through Fréchet Mean
NIMS-SNU NCIA Deep Learning Workshop, South Korea
December 17, 2022.
Title: Understanding the Semantic Property of GANs by Local Latent Manifold Estimation
Samsung AI Forum 2022 (Poster – 3rd Prize), South Korea
November 8, 2022.
Title: Do Not Escape from the Manifold: Discovering the Local Coordinates on the Latent Space of GANs
NCIA Lab, Department of Mathematical Sciences, Seoul National University, South Korea
September 13, 2022.
Title: Analyzing the Latent Space of GAN through Local Dimension Estimation
Summer Workshop, Center for AI and Natural Sciences, KIAS, Jeju, South Korea
August 31, 2022.
Title: Diffusion Generative Model
2022 International Workshop on Mathematics and Its application, Chungnam National University (Online)
August 04, 2022.
Title: Understanding the Semantic Property of GANs by Local Latent Manifold Estimation
Seminar, Center for AI and Natural Sciences, KIAS, Seoul, South Korea
June 22, 2022.
Title: Understanding the Semantic Property of Generative Adversarial Networks
ICLR 2022 Social : ML in Korea (Online)
April 28, 2022.
Title: Do Not Escape From the Manifold: Discovering the Local Coordinates on the Latent Space of GANs
International Conference on Learning Representation (ICLR) 2022 (Poster, Online)
April 26, 2022.
Title: Do Not Escape From the Manifold: Discovering the Local Coordinates on the Latent Space of GANs