no code implementations • 19 Sep 2023 • Yonghyeon LEE, Frank Chongwoo Park
We propose a family of curvature-based regularization terms for deep generative model learning.
1 code implementation • 20 Aug 2022 • Sangwoong Yoon, Jinwon Choi, Yonghyeon LEE, Yung-Kyun Noh, Frank Chongwoo Park
A reliable evaluation method is essential for building a robust out-of-distribution (OOD) detector.
2 code implementations • 12 May 2021 • Sangwoong Yoon, Yung-Kyun Noh, Frank Chongwoo Park
The specific role of the normalization constraint is to ensure that the out-of-distribution (OOD) regime has a small likelihood when samples are learned using maximum likelihood.