Our work “Universal Ensemble-Embedding Graph Neural Network for Direct Prediction of Optical Spectra from Crystal Structure”, is accepted by Advanced Materials. In this work, we focus on optimized representation design by proposing a universal ensemble representation which can predict frequency-dependent optical spectra. Big congratulations to Nguyen, Rryotaro, and Abhijatmedhi!