Verified residual-specific explicit derivative kernels for physics-informed learning and discretized PDE adjoints

Wenbo Cao, Zhe Lu, Weiwei Zhang

Derivative computation is central to scientific computing, from space-time derivatives in physics-informed neural networks (PINNs) to residual Jacobian actions and discrete-adjoint…