| Do not escape from the manifold: Discovering the local coordinates on the latent space of gans J Choi, J Lee, C Yoon, JH Park, G Hwang, M Kang arXiv preprint arXiv:2106.06959, 2021 | 21 | 2021 |
| Disentangling the correlated continuous and discrete generative factors of data J Choi, G Hwang, M Kang Pattern Recognition 133, 109055, 2023 | 6* | 2023 |
| Minimum width for deep, narrow mlp: A diffeomorphism and the whitney embedding theorem approach G Hwang arXiv preprint arXiv:2308.15873, 2023 | 3 | 2023 |
| Minimal Width for Universal Property of Deep RNN C hoon Song, G Hwang, J ho Lee, M Kang Journal of Machine Learning Research 24 (121), 1-41, 2023 | 3* | 2023 |
| Analyzing the latent space of gan through local dimension estimation J Choi, G Hwang, H Cho, M Kang arXiv preprint arXiv:2205.13182, 2022 | 3 | 2022 |
| Expressive Power of ReLU and Step Networks under Floating-Point Operations Y Park, G Hwang, W Lee, S Park arXiv preprint arXiv:2401.15121, 2024 | 1 | 2024 |
| MAGANet: Achieving combinatorial generalization by modeling a group action G Hwang, J Choi, H Cho, M Kang International Conference on Machine Learning, 14237-14248, 2023 | 1 | 2023 |
| Multi-aperture image processing using deep learning G HWANG, CH SONG, TAEK LEE, H NA, M KANG Journal of the Korean Society for Industrial and Applied Mathematics 27 (1 …, 2023 | 1 | 2023 |
| Universal Property of Convolutional Neural Networks. G Hwang, M Kang arXiv preprint arXiv:2211.09983, 2022 | 1 | 2022 |
| Universal Approximation Property of Fully Convolutional Neural Networks with Zero Padding G Hwang, M Kang arXiv preprint arXiv:2211.09983, 2022 | | 2022 |
| Finding the global semantic representation in GAN through Fréchet Mean J Choi, G Hwang, H Cho, M Kang The Eleventh International Conference on Learning Representations, 2022 | | 2022 |
