HPC-Driven Modeling with ML-Based Surrogates for Magnon-Photon Dynamics in Hybrid Quantum Systems. - Jialin Song; Yingheng Tang; Pu Ren; Shintaro Takayoshi; Saurabh Sawant; Yujie Zhu; Jia-Mian Hu; Andy Nonaka; Michael W. Mahoney; N. Benjamin Erichson; Zhi Yao (CoRR, 2025)