A method is given to determine eigenvalue decay rates of NTK and related kernels on general domains, leading to minimax optimality results for wide neural networks under smoothness assumptions on the target function.
URL https://proceedings.neurips.cc/paper/2019/hash/ dbc4d84bfcfe2284ba11beffb853a8c4-Abstract.html
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On the Eigenvalue Decay Rates of a Class of Neural-Network Related Kernel Functions Defined on General Domains
A method is given to determine eigenvalue decay rates of NTK and related kernels on general domains, leading to minimax optimality results for wide neural networks under smoothness assumptions on the target function.