no code implementations • 2 Feb 2023 • Yesom Park, Jaemoo Choi, Changyeon Yoon, Chang hoon Song, Myungjoo Kang
Learning underlying dynamics from data is important and challenging in many real-world scenarios.
1 code implementation • 15 Jun 2021 • Jaemoo Choi, Changyeon Yoon, Jeongwoo Bae, Myungjoo Kang
Deep probabilistic generative models facilitate OOD detection by estimating the likelihood of a data sample.
Out-of-Distribution Detection Out of Distribution (OOD) Detection
2 code implementations • ICLR 2022 • Jaewoong Choi, Junho Lee, Changyeon Yoon, Jung Ho Park, Geonho Hwang, Myungjoo Kang
The global warpage implies that the latent space is not well-aligned globally and therefore the global traversal directions are bound to show limited success on it.