| Curiosity-bottleneck: Exploration by distilling task-specific novelty Y Kim, W Nam, H Kim, JH Kim, G Kim International Conference on Machine Learning, 3379-3388, 2019 | 33 | 2019 |
| Free-form optimization of nanophotonic devices: from classical methods to deep learning J Park, S Kim, DW Nam, H Chung, CY Park, MS Jang Nanophotonics, 2022 | 13 | 2022 |
| GMAC: A Distributional Perspective on Actor-Critic Framework DW Nam, Y Kim, CY Park International Conference on Machine Learning, 7927-7936, 2021 | 7 | 2021 |
| Structural optimization of a one-dimensional freeform metagrating deflector via deep reinforcement learning D Seo, DW Nam, J Park, CY Park, MS Jang ACS Photonics 9 (2), 452-458, 2021 | 5 | 2021 |
| LECO: Learnable Episodic Count for Task-Specific Intrinsic Reward D Jo, S Kim, DW Nam, T Kwon, S Rho, J Kim, D Lee arXiv preprint arXiv:2210.05409, 2022 | | 2022 |
| Deep reinforcement learning enables freeform structure optimization of 1D metagrating deflector D Seo, DW Nam, J Park, CY Park, MS Jang Novel Optical Systems, Methods, and Applications XXV 12216, 122160G, 2022 | | 2022 |
| Deep Learning Approach for Linear Locomotion Control of Spherical Robot DW Nam, C Lee, J Choi, Y Kim, SG Lee 2019 19th International Conference on Control, Automation and Systems (ICCAS …, 2019 | | 2019 |
