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