3 citations · 4 across the 3 of their papers we have counts for
3 papers
cs.LG2023★ 3 cited
A Geometric Perspective on Autoencoders
Yonghyeon Lee
This paper presents the geometric aspect of the autoencoder framework, which, despite its importance, has been relatively less recognized. Given a set of high-dimensional data poin…
cs.AI2023★ 1 cited
On Explicit Curvature Regularization in Deep Generative Models
Yonghyeon Lee, Frank Chongwoo Park
We propose a family of curvature-based regularization terms for deep generative model learning. Explicit coordinate-invariant formulas for both intrinsic and extrinsic curvature me…
cs.CR2022
Evaluating Out-of-Distribution Detectors Through Adversarial Generation of Outliers
Sangwoong Yoon, Jinwon Choi, Yonghyeon Lee +2
A reliable evaluation method is essential for building a robust out-of-distribution (OOD) detector. Current robustness evaluation protocols for OOD detectors rely on injecting pert…