Papers & Preprints

C: Conference, W: Workshop, J: Journal, P: Preprint / * Equal contribution


[P1] Analyzing the Latent Space of GAN through Local Dimension Estimation

Jaewoong Choi, Geonho Hwang, Hyunsoo Cho, Myungjoo Kang

Submitted. 


[C7] Scalable Wasserstein Gradient Flow for Generative Modeling through Unbalanced Optimal Transport

Jaemoo Choi*, Jaewoong Choi*, Myungjoo Kang

Proceedings of the 41st International Conference on Machine Learning (ICML), 2024


[C6] Analyzing and Improving Optimal-Transport-based Adversarial Networks

Jaemoo Choi*, Jaewoong Choi*, Myungjoo Kang

Proceedings of the International Conference on Learning Representations (ICLR), 2024


[C5] Generative Modeling through the Semi-dual Formulation of Unbalanced Optimal Transport

Jaemoo Choi*, Jaewoong Choi*, Myungjoo Kang

Advances in Neural Information Processing Systems (NeurIPS), 2023


[C4] Understanding the Latent Space of Diffusion Models through the Lens of Riemannian Geometry

Yong-Hyun Park*, Mingi Kwon*, Jaewoong Choi, Junghyo Jo, Youngjung Uh

Advances in Neural Information Processing Systems (NeurIPS), 2023


[C3] MAGANet: Achieving Combinatorial Generalization by Modeling a Group Action

Geonho Hwang, Jaewoong Choi, Hyunsoo Cho, Myungjoo Kang

Proceedings of the 40th International Conference on Machine Learning (ICML), 2023


[C2] Finding the Global Semantic Representation in GAN through Fréchet Mean

Jaewoong Choi, Geonho Hwang, Hyunsoo Cho, Myungjoo Kang

Proceedings of the International Conference on Learning Representations (ICLR), 2023


[J1] Disentangling the correlated continuous and discrete generative factors of data

Jaewoong Choi, Geonho Hwang, Myungjoo Kang

Pattern Recognition, 2023


[C1] Do Not Escape From the Manifold: Discovering the Local Coordinates on the Latent Space of GANs

Jaewoong Choi*, Junho Lee*, Changyeon Yoon, Jung Ho Park, Geonho Hwang, Myungjoo Kang

Proceedings of the International Conference on Learning Representations (ICLR), 2022


[W1] Attention routing between capsules

Jaewoong Choi, Hyun Seo, Suii Im, Myungjoo Kang

Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), 2019