Showing cs.LGShow all
3 papers · 1 filter
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.LG2025
Quantum-Classical Physics-Informed Neural Networks for Solving Reservoir Seepage Equations
Xiang Rao, Yina Liu, Yuxuan Shen
Solving reservoir seepage partial differential equations (PDEs) is critical for hydrocarbon development optimization and production forecasting. Conventional numerical solvers suff…