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Metasurfaces, sub-wavelength artificial structures, can control light's amplitude, phase, and polar ization, enabling applications in efficient imaging, holograms, and sensing.
Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin · 2017
Earlier work this paper cites.
Generative model for the inverse design of metasurfaces
Zhaocheng Liu, Dayu Zhu, Sean P Rodrigues, Kyu-Tae Lee, and Wenshan Cai · 2018
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Deep learning enabled inverse design in nanophotonics
Sunae So, Trevon Badloe, Jaebum Noh, Jorge Bravo-Abad, and Junsuk Rho · 2020
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Scaling laws for neural language models
Jared Kaplan, Sam McCandlish, Tom Henighan, Tom B Brown, Benjamin Chess, Rewon Child, Scott Gray, Alec Radford, Jeffrey Wu, and Dario Amodei · 2020
Earlier work this paper cites.
Deep learning in nano-photonics: inverse design and beyond
Peter R Wiecha, Arnaud Arbouet, Christian Girard, and Otto L Muskens · 2021
Earlier work this paper cites.
Deep learning for the design of photonic structures
Wei Ma, Zhaocheng Liu, Zhaxylyk A Kudyshev, Alexandra Boltasseva, Wenshan Cai, and Yongmin Liu · 2021
Earlier work this paper cites.
Highly accurate protein structure prediction with alphafold
John Jumper, Richard Evans, Alexander Pritzel, Tim Green, Michael Figurnov, Olaf Ronneberger, Kathryn Tunyasuvunakool, Russ Bates, Augustin Žídek, Anna Potapenko, et al · 2021
Earlier work this paper cites.
Toward the capacity limit of 2d planar jones matrix with a single-layer metasurface
Yanjun Bao, Long Wen, Qin Chen, Cheng-Wei Qiu, and Baojun Li · 2021
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Pushing the limits of functionality-multiplexing capability in metasurface design based on statistical machine learning
Wei Ma, Yihao Xu, Bo Xiong, Lin Deng, Ru-Wen Peng, Mu Wang, and Yongmin Liu · 2022
Earlier work this paper cites.
A survey on vision transformer
Kai Han, Yunhe Wang, Hanting Chen, Xinghao Chen, Jianyuan Guo, Zhenhua Liu, Yehui Tang, An Xiao, Chunjing Xu, Yixing Xu, et al · 2022
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Scaling vision transformers
Xiaohua Zhai, Alexander Kolesnikov, Neil Houlsby, and Lucas Beyer · 2022
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Deep neural network enabled active metasurface embedded design
Sensong An, Bowen Zheng, Matthew Julian, Calum Williams, Hong Tang, Tian Gu, Hualiang Zhang, Hyun Jung Kim, and Juejun Hu · 2022
Cited alongside, same era.
Observation of full-parameter jones matrix in bilayer metasurface
Yanjun Bao, Fan Nan, Jiahao Yan, Xianguang Yang, Cheng-Wei Qiu, and Baojun Li · 2022
Cited alongside, same era.
Scientific discovery in the age of artificial intelligence
Hanchen Wang, Tianfan Fu, Yuanqi Du, Wenhao Gao, Kexin Huang, Ziming Liu, Payal Chandak, Shengchao Liu, Peter Van Katwyk, Andreea Deac, et al · 2023
Cited alongside, same era.
Arbitrary multifunctional vortex beam designed by deep neural network
Pu Peng, Zhengchang Liu, Changhong Dai, Xiao He, Dongyi Wang, Zhibo Dang, Yuxiang Chen, Yuchen Dai, Han Zhang, Shulin Sun, et al · 2024
Cited alongside, same era.
Physics-informed inverse design of programmable metasurfaces
Yucheng Xu, Jia-Qi Yang, Kebin Fan, Sheng Wang, Jingbo Wu, Caihong Zhang, De-Chuan Zhan, Willie J Padilla, Biaobing Jin, Jian Chen, et al · 2024
Cited alongside, same era.
Spectral transfer-learning-based metasurface design assisted by complex-valued deep neural network
Yi Xu, Fu Li, Jianqiang Gu, Zhiwei Bi, Bing Cao, Quanlong Yang, Jiaguang Han, Qinghua Hu, and Weili Zhang · 2024
Later among the works it cites.
On-demand quick metasurface design with neighborhood attention transformer
Zhi Sun, Tianyue Li, Shiqi Kuang, Xue Yun, Minru He, Boyan Fu, Yunlai Fu, Tianyu Zhao, Shaowei Wang, Yansheng Liang, et al · 2024
Later among the works it cites.
Deep learning design for multiwavelength infrared image sensors based on dielectric freeform metasurface
Bo Xiong, Yihao Xu, Wenwen Li, Wei Ma, Tao Chu, and Yongmin Liu · 2024
Later among the works it cites.
Harnessing the missing spectral correlation for metasurface inverse design
Jie Zhang, Chao Qian, Guangfeng You, Tao Wang, Yasir Saifullah, Reza Abdi-Ghaleh, and Hongsheng Chen · 2024
Later among the works it cites.
Optogpt: a foundation model for inverse design in optical multilayer thin film structures
Taigao Ma, Haozhu Wang, and L Jay Guo · 2024
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Deep-learning assisted polarization holograms
Jiawei Xi, Jian Shen, Man To Chow, Tan Li, Jack Ng, and Jensen Li · 2024
Cited alongside, same era.
Design of multifunctional color routers with kerker switching using generative adversarial networks
Jiahao Yan, Dayu Zhu, Yanjun Bao, Qin Chen, Baojun Li, and Wenshan Cai · 2024
Cited alongside, same era.
A survey on large language model based autonomous agents
Lei Wang, Chen Ma, Xueyang Feng, Zeyu Zhang, Hao Yang, Jingsen Zhang, Zhiyuan Chen, Jiakai Tang, Xu Chen, Yankai Lin, et al · 2024
Cited alongside, same era.
Transformers enable accurate prediction of acute and chronic chemical toxicity in aquatic organisms
Mikael Gustavsson, Styrbjörn Käll, Patrik Svedberg, Juan S Inda-Diaz, Sverker Molander, Jessica Coria, Thomas Backhaus, and Erik Kristiansson · 2024
Cited alongside, same era.
Transfer learning for metamaterial design and simulation
Rixi Peng, Simiao Ren, Jordan Malof, and Willie J Padilla · 2024
Cited alongside, same era.
Meta-attention network based spectral reconstruction with snapshot near-infrared metasurface
Haoyang He, Yuzhe Zhang, Yujie Shao, Yan Zhang, Guangzhou Geng, Junjie Li, Xin Li, Yongtian Wang, Liheng Bian, Jun Zhang, et al · 2024
Cited alongside, same era.
Interfacing nanophotonics with deep neural networks: Ai for photonic design and photonic implementation of ai
Taehyuk Park, Sujoy Mondal, and Wenshan Cai
Cited in the paper.
Later among the works it cites.
Deep-learning empowered customized chiral metasurface for calibration-free biosensing
Nan Zhang, Feng Gao, Ride Wang, Zhonglei Shen, Donghai Han, Yuqing Cui, Liuyang Zhang, Chao Chang, Cheng-wei Qiu, and Xuefeng Chen · 2025
Closest in time.
A generative model for inorganic materials design
Claudio Zeni, Robert Pinsler, Daniel Zügner, Andrew Fowler, Matthew Horton, Xiang Fu, Zilong Wang, Aliaksandra Shysheya, Jonathan Crabbé, Shoko Ueda, et al · 2025
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Data-centric artificial intelligence: A survey
Daochen Zha, Zaid Pervaiz Bhat, Kwei-Herng Lai, Fan Yang, Zhimeng Jiang, Shaochen Zhong, and Xia Hu · 2025
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Frequency transfer and inverse design for metasurface under multi-physics coupling by euler latent dynamic and data-analytical regularizations
Enze Zhu, Zheng Zong, Erji Li, Yang Lu, Jingwei Zhang, Hao Xie, Ying Li, Wen-Yan Yin, and Zhun Wei · 2025
Closest in time.
Nanophotonic device design based on large language models: multilayer and metasurface examples
Myungjoon Kim, Hyeonjin Park, and Jonghwa Shin · 2025
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Single-shot simultaneous intensity, phase and polarization imaging with metasurface
Yanjun Bao and Baojun Li · 2025
Closest in time.