Author(s): Ziming Liu, Max Tegmark, Pingchuan Ma, Wojciech Matusik, and Yixuan Wang Kolmogorov-Arnold networks combine the predictive strength of deep learning with the interpretability of symbolic formulas, enabling AI systems to both validate physical laws and generate new scientific insights. [Phys. Rev. X 15, 041051] Published Wed Dec 17, 2025