Hwang, Geonho

8 publications

ICML 2025 Floating-Point Neural Networks Can Represent Almost All Floating-Point Functions Geonho Hwang, Yeachan Park, Wonyeol Lee, Sejun Park
NeurIPS 2025 Minimum Width for Deep, Narrow MLP: A Diffeomorphism Approach Geonho Hwang
ICML 2025 Minimum Width for Universal Approximation Using Squashable Activation Functions Jonghyun Shin, Namjun Kim, Geonho Hwang, Sejun Park
NeurIPS 2025 Optimal Minimum Width for the Universal Approximation of Continuously Differentiable Functions by Deep Narrow MLPs Geonho Hwang
ICLR 2023 Finding the Global Semantic Representation in GAN Through Fréchet Mean Jaewoong Choi, Geonho Hwang, Hyunsoo Cho, Myungjoo Kang
ICML 2023 MAGANet: Achieving Combinatorial Generalization by Modeling a Group Action Geonho Hwang, Jaewoong Choi, Hyunsoo Cho, Myungjoo Kang
JMLR 2023 Minimal Width for Universal Property of Deep RNN Chang hoon Song, Geonho Hwang, Jun ho Lee, Myungjoo Kang
ICLR 2022 Do Not Escape from the Manifold: Discovering the Local Coordinates on the Latent Space of GANs Jaewoong Choi, Junho Lee, Changyeon Yoon, Jung Ho Park, Geonho Hwang, Myungjoo Kang