fig6

Efficient prediction of potential energy surface and physical properties with Kolmogorov-Arnold Networks

Figure 6. The mean absolute error (MAE) of replacing MLPs in the Allegro model with KANs using various basis functions. All three Allegro models using KANs demonstrated lower force and energy MAE than the original Allegro model with MLPs. MLPs: Multi-layer perceptrons; KANs: Kolmogorov-Arnold Networks.

Journal of Materials Informatics
ISSN 2770-372X (Online)
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