9 citations · 11 across the 3 of their papers we have counts for
3 papers
cs.LG2023★ 1 cited
Learning PDE Solution Operator for Continuous Modeling of Time-Series
Yesom Park, Jaemoo Choi, Changyeon Yoon +2
Learning underlying dynamics from data is important and challenging in many real-world scenarios. Incorporating differential equations (DEs) to design continuous networks has drawn…
cs.LG2021★ 1 cited
Robust Out-of-Distribution Detection on Deep Probabilistic Generative Models
Jaemoo Choi, Changyeon Yoon, Jeongwoo Bae +1
Out-of-distribution (OOD) detection is an important task in machine learning systems for ensuring their reliability and safety. Deep probabilistic generative models facilitate OOD…
cs.CV2021★ 9 cited
Do Not Escape From the Manifold: Discovering the Local Coordinates on the Latent Space of GANs
Jaewoong Choi, Junho Lee, Changyeon Yoon +3
The discovery of the disentanglement properties of the latent space in GANs motivated a lot of research to find the semantically meaningful directions on it. In this paper, we sugg…