3 papers
cs.LG2026
Quantum-Classical Physics-Informed Kolmogorov-Arnold Networks for Solving Fuzzy Differential Equations
Xiang Rao, Yuxuan Shen
In this study, we propose a quantum-classical physics-informed Kolmogorov-Arnold network (QCPIKAN) dedicated to the solution of fuzzy differential equations. The network takes the…
cs.LG2026
Quantum-classical physics-informed Kolmogorov-Arnold networks for PDEs
Xiang Rao, Yuxuan Shen
We develop QCPIKAN, the first quantum-classical physics-informed Kolmogorov-Arnold network designed to solve partial differential equations (PDEs). Built upon Chebyshev-polynomial…
cs.LG2026
Quantum-Classical Physics-Informed Neural Networks for Solving Reservoir Seepage Equations
Xiang Rao, Yina Liu, Yuxuan Shen
In this paper, we adapt the Discrete Variable (DV)-Circuit Quantum-Classical Physics-Informed Neural Network (QCPINN) and apply it for the first time to four typical reservoir seep…