| All van der Waals integrated nanophotonics with bulk transition metal dichalcogenides H Ling, R Li, AR Davoyan Acs Photonics 8 (3), 721-730, 2021 | 72 | 2021 |
| Deep reinforcement learning empowers automated inverse design and optimization of photonic crystals for nanoscale laser cavities R Li, C Zhang, W Xie, Y Gong, F Ding, H Dai, Z Chen, F Yin, Z Zhang Nanophotonics 12 (2), 319-334, 2023 | 28 | 2023 |
| Deep learning-based modeling of photonic crystal nanocavities R Li, X Gu, K Li, Y Huang, Z Li, Z Zhang Optical Materials Express 11 (7), 2122-2133, 2021 | 26 | 2021 |
| Smart and Rapid Design of Nanophotonic Structures by an Adaptive and Regularized Deep Neural Network R Li, X Gu, Y Shen, K Li, Z Li, Z Zhang Nanomaterials 12 (8), 1372, 2022 | 13 | 2022 |
| POViT: vision transformer for multi-objective design and characterization of photonic crystal nanocavities X Chen, R Li, Y Yu, Y Shen, W Li, Y Zhang, Z Zhang Nanomaterials 12 (24), 4401, 2022 | 8 | 2022 |
| Photonics for Neuromorphic Computing: Fundamentals, Devices, and Opportunities R Li, Y Gong, H Huang, Y Zhou, S Mao, Z Wei, Z Zhang Advanced Materials 37 (2), 2312825, 2025 | 6 | 2025 |
| Monolithically integrated photonic crystal surface emitters on silicon with a vortex beam by using bound states in the continuum H Li, M Tang, T Zhou, W Xie, R Li, Y Gong, M Martin, T Baron, S Chen, ... Optics Letters 48 (7), 1702-1705, 2023 | 4 | 2023 |
| Research advancement on band-edge mode photonic crystal surface-emitting semiconductor laser H Lu, C Tong, Z Wang, S Tian, L Wang, H Tong, R Li, L Wang | 4 | 2020 |
| Predicting the Q factor and modal volume of photonic crystal nanocavities via deep learning R Li, X Gu, K Li, Z Li, Z Zhang Nanophotonics and Micro/Nano Optics VII 11903, 13-24, 2021 | 3 | 2021 |
| From English to PCSEL: LLM helps design and optimize photonic crystal surface emitting lasers ZZ Renjie Li, Ceyao Zhang, Sixuan Mao, Hai Huang, Mou Zhong, Xiyuan Zhou ... https://arxiv.org/pdf/2104.12145.pdf, 2023 | 2* | 2023 |
| From English to PCSEL: LLM helps design and optimize photonic crystal surface emitting lasers R Li, C Zhang, S Mao, H Huang, M Zhong, Y Cui, X Zhou, F Yin, ... DOI: https://hal.science/hal-04175312, 2023 | 2 | 2023 |
| POViT: Vision Transformer for Multi-objective Design and Characterization of Nanophotonic Devices X Chen, R Li, Y Yu, Y Shen, W Li, Z Zhang, Y Zhang arXiv preprints, 2022 | 2 | 2022 |
| Filling the simulation-to-reality gap: High-degree-of-freedom AI-optimized photonic crystal nanobeam resonators with fabrication tolerance Q Xin, R Li, D Wei, Z Zhang Optics Letters 49 (15), 4401-4404, 2024 | 1 | 2024 |
| New advancements, challenges and opportunities of nanophotonics for neuromorphic computing: A state-of-the-art review R Li, Y Gong, H Huang, Y Zhou, S Mao, Z Zhang https://arxiv.org/pdf/2311.09767.pdf, 2023 | 1 | 2023 |
| Inverse Design of Photonic Crystal Surface Emitting Lasers is a Sequence Modeling Problem C Zhang, R Li, C Zhang, Z Zhang, F Yin 3rd Annual AAAI Workshop on AI to Accelerate Science and Engineering (AI2ASE), 2024 | | 2024 |
| LLM helps design and optimize photonic crystal surface emitting lasers R Li, C Zhang, S Mao, H Huang, M Zhong, Y Cui, X Zhou, F Yin, Z Zhang arXiv preprint arXiv:2104.12145, 2023 | | 2023 |
| Optimization Strategies for CNN-Based Modeling of Photonic Crystal Nanocavities Z Chen, R Li, Z Zhang Research Square.com, 2022 | | 2022 |
| POViT: Vision Transformer for Multi-Objective Design and Characterization of Photonic Crystal Nanocavities. Nanomaterials 2022, 12, 4401 X Chen, R Li, Y Yu, Y Shen, W Li, Y Zhang, Z Zhang s Note: MDPI stays neutral with regard to jurisdictional claims in published …, 2022 | | 2022 |
| algorithms. TRPO in the bottom row of the right column stands for Trust Region Policy Optimization. DQN PPO Model-free?✓✓ Policy Off-policy On-policy Type Value-based Policy-based R Li, C Zhang, W Xie, Y Gong, F Ding, H Dai, Z Chen, F Yin, Z Zhang | | |
Feng YINThe Chinese University of Hong Kong, ShenzhenVerified email at cuhk.edu.cn