Alert button
Picture for Ernest K. Ryu

Ernest K. Ryu

Alert button

LoRA Training in the NTK Regime has No Spurious Local Minima

Feb 19, 2024
Uijeong Jang, Jason D. Lee, Ernest K. Ryu

Viaarxiv icon

Image Clustering Conditioned on Text Criteria

Oct 30, 2023
Sehyun Kwon, Jaeseung Park, Minkyu Kim, Jaewoong Cho, Ernest K. Ryu, Kangwook Lee

Figure 1 for Image Clustering Conditioned on Text Criteria
Figure 2 for Image Clustering Conditioned on Text Criteria
Figure 3 for Image Clustering Conditioned on Text Criteria
Figure 4 for Image Clustering Conditioned on Text Criteria
Viaarxiv icon

Censored Sampling of Diffusion Models Using 3 Minutes of Human Feedback

Jul 06, 2023
TaeHo Yoon, Kibeom Myoung, Keon Lee, Jaewoong Cho, Albert No, Ernest K. Ryu

Figure 1 for Censored Sampling of Diffusion Models Using 3 Minutes of Human Feedback
Figure 2 for Censored Sampling of Diffusion Models Using 3 Minutes of Human Feedback
Figure 3 for Censored Sampling of Diffusion Models Using 3 Minutes of Human Feedback
Figure 4 for Censored Sampling of Diffusion Models Using 3 Minutes of Human Feedback
Viaarxiv icon

Accelerating Value Iteration with Anchoring

May 26, 2023
Jongmin Lee, Ernest K. Ryu

Viaarxiv icon

Rotation and Translation Invariant Representation Learning with Implicit Neural Representations

Apr 27, 2023
Sehyun Kwon, Joo Young Choi, Ernest K. Ryu

Figure 1 for Rotation and Translation Invariant Representation Learning with Implicit Neural Representations
Figure 2 for Rotation and Translation Invariant Representation Learning with Implicit Neural Representations
Figure 3 for Rotation and Translation Invariant Representation Learning with Implicit Neural Representations
Figure 4 for Rotation and Translation Invariant Representation Learning with Implicit Neural Representations
Viaarxiv icon

Robust Probabilistic Time Series Forecasting

Feb 24, 2022
TaeHo Yoon, Youngsuk Park, Ernest K. Ryu, Yuyang Wang

Figure 1 for Robust Probabilistic Time Series Forecasting
Figure 2 for Robust Probabilistic Time Series Forecasting
Figure 3 for Robust Probabilistic Time Series Forecasting
Figure 4 for Robust Probabilistic Time Series Forecasting
Viaarxiv icon

Neural Tangent Kernel Analysis of Deep Narrow Neural Networks

Feb 07, 2022
Jongmin Lee, Joo Young Choi, Ernest K. Ryu, Albert No

Figure 1 for Neural Tangent Kernel Analysis of Deep Narrow Neural Networks
Figure 2 for Neural Tangent Kernel Analysis of Deep Narrow Neural Networks
Figure 3 for Neural Tangent Kernel Analysis of Deep Narrow Neural Networks
Figure 4 for Neural Tangent Kernel Analysis of Deep Narrow Neural Networks
Viaarxiv icon

WGAN with an Infinitely Wide Generator Has No Spurious Stationary Points

Feb 15, 2021
Albert No, Taeho Yoon, Se-Hyeon Kwon, Ernest K. Ryu

Figure 1 for WGAN with an Infinitely Wide Generator Has No Spurious Stationary Points
Figure 2 for WGAN with an Infinitely Wide Generator Has No Spurious Stationary Points
Figure 3 for WGAN with an Infinitely Wide Generator Has No Spurious Stationary Points
Figure 4 for WGAN with an Infinitely Wide Generator Has No Spurious Stationary Points
Viaarxiv icon

ODE Analysis of Stochastic Gradient Methods with Optimism and Anchoring for Minimax Problems and GANs

Jun 06, 2019
Ernest K. Ryu, Kun Yuan, Wotao Yin

Figure 1 for ODE Analysis of Stochastic Gradient Methods with Optimism and Anchoring for Minimax Problems and GANs
Figure 2 for ODE Analysis of Stochastic Gradient Methods with Optimism and Anchoring for Minimax Problems and GANs
Figure 3 for ODE Analysis of Stochastic Gradient Methods with Optimism and Anchoring for Minimax Problems and GANs
Figure 4 for ODE Analysis of Stochastic Gradient Methods with Optimism and Anchoring for Minimax Problems and GANs
Viaarxiv icon