arxivcs.LGmath.NAstat.ML2026-07-11
The Differential Neural Tangent Kernel and Its Positivity
The Neural Tangent Kernel (NTK) is one powerful tool for analyzing the training dynamics of neural networks in the over-parameterized regime. Recently, the theoretical framework has been extended to physics-informed neural networks (PINNs) for solving linear PDEs, one highly popu…