Supplementary Material: QuinNet: Efficiently Incorporating Quintuple Interactions into Geometric Deep Learning force Fields

Incorporating higher order cosine series into the QuinNet model is necessary in certain cases. Furthermore, the results of the 6-layer QuinNet model are presented in the table. This dataset offers valuable quantum chemical insights into the chemical space of small organic molecules and is widely acknowledged as a benchmark for calibrating, analyzing, and evaluating new methods in this area. Specifically, as shown in Fig. S2 (a), we GPU. Furthermore, detailed settings of hyperparameters are summarized in the Table S 4.