(a) Schematic diagram of the network model architecture, workflow of forward prediction and inverse design, and transformer encoder model [51]. (b) Comparison of MSE under different numbers of encoder layers and embedding dimensions in forward prediction and loss function curve of the forward prediction model [51]. (c) Comparison of the predicted absorption curves from the forward prediction model and numerical simulation results [51].