| 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 11 (9), 1809-1845, 2022 | 50 | 2022 |
| 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 | 47 | 2019 |
| 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 | 20 | 2021 |
| GMAC: A Distributional Perspective on Actor-Critic Framework DW Nam, Y Kim, CY Park International Conference on Machine Learning, 7927-7936, 2021 | 16 | 2021 |
| Leco: Learnable episodic count for task-specific intrinsic reward D Jo, S Kim, D Nam, T Kwon, S Rho, J Kim, D Lee Advances in Neural Information Processing Systems 35, 30432-30445, 2022 | 6 | 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 | 2 | 2019 |
| Interactive Grounded Language Understanding in a Collaborative Environment: Retrospective on Iglu 2022 Competition J Kiseleva, A Skrynnik, A Zholus, S Mohanty, N Arabzadeh, MA Côté, ... NeurIPS 2022 Competition Track, 204-216, 2023 | 1 | 2023 |
| Efficient Latent Variable Modeling for Knowledge-Grounded Dialogue Generation G Han, D Jo, DW Nam, E Yoon, T Kwon, S Rho, KW On, CD Yoo, S Kim The 2023 Conference on Empirical Methods in Natural Language Processing, 2023 | | 2023 |
| 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 |
