2 papers
cs.LG2026
Let There Be Light: Reflection, Refraction and Scattering for Neural Operators
Keke Wu, Yixuan Zhang, Jingrun Chen
Neural operators learn mappings between infinite-dimensional function spaces and provide a data-driven surrogate modeling paradigm for parametric partial differential equations (PD…
physics.comp-ph2026
A Structure-Preserving Graph Neural Solver for Parametric Hyperbolic Conservation Laws
Jiamin Jiang, Shanglin Lv, Jingrun Chen
Hyperbolic conservation laws govern a wide range of transport-driven dynamics featuring shocks, contact discontinuities, and complex wave interactions, posing distinct challenges f…