“…Application field: Optics 334 Comin and Hartschuh [29] 2018 GA and ANN optimization framework 335 Backer [98] 2019 ANN and Steepest-descent Inverse design 336 Liu, Zhang, Dan, et al [124] 2019 ANN, DecisionTree, ExtraTree, Inverse design KNN and Random forest 337 Mukherjee, Bhattacharjee, Halder, et al [126] [120] autoencoder and PCA Liu, Zhu, Lee, et al [3] 2020 ANN and Cooperative Inverse design convolution algorithm Moon, Choi, Lee, et al [121] 2020 ANN, t-Stochastic Neighbor Classification and clustering Embedding AND k-means Tao, Zhang, You, et al [176] 2020 GA and ANN Surrogate model Liu, Zhang, Dai, et al [509] 2020 GA, PSO, multi-traversal optimization framework direct-binary search and simulated annealing Du, You, Zhang, et al [125] 2021 ANN and Forest regression Surrogate model and Support vector regression Li, Chen, Xiong, et al [28] 2022 MLP,CNN,RNN Optimization Framework Li, Deng, Liu, et al [510] 2022 Autoencoder, GAN Optimization Framework Al-Ashwal, Al Soufy, Hamza, et al [511] 2023 DNN,CNN,GAN Optimization Framework End of Table 4…”