Zhangyong Liang, Ji Zhang

Zhangyong Liang, Ji Zhang의 전문분석자료

Academic · 약 1분

Stochastic Dimension-Free Zeroth-Order Estimator for High-Dimensional and High-Order PINNs

arXiv:2603.24002v1 Announce Type: new Abstract: Physics-Informed Neural Networks (PINNs) for high-dimensional and high-order partial differential equations (PDEs) are primarily constrained by the $\mathcal{O}(d^k)$ spatial derivative …

조회수 37회 03.26

Academic · 약 1분

Disentangled Latent Dynamics Manifold Fusion for Solving Parameterized PDEs

arXiv:2603.12676v1 Announce Type: new Abstract: Generalizing neural surrogate models across different PDE parameters remains difficult because changes in PDE coefficients often make learning harder and …

Zhangyong Liang, Ji Zhang

조회수 36회 03.16