Generalization of PINNs for elliptic interface problems. - Xuelian Jiang; Ziming Wang; Wei Bao; Yingxiang Xu (Appl. Math. Lett., 2024)

Orthogonal Constrained Neural Networks for Solving Structured Inverse Eigenvalue Problems. - Shuai Zhang; Xuelian Jiang; Hao Qian; Yingxiang Xu (CoRR, 2024)

Lie Symmetry Net: Preserving Conservation Laws in Modelling Financial Market Dynamics via Differential Equations. - Xuelian Jiang; Tongtian Zhu; Yingxiang Xu; Can Wang 001; Yeyu Zhang; Fengxiang He (Trans. Mach. Learn. Res., 2025)