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stat.ML2025
Issues with Neural Tangent Kernel Approach to Neural Networks
Haoran Liu, Anthony Tai, David J. Crandall +1
Neural tangent kernels (NTKs) have been proposed to study the behavior of trained neural networks from the perspective of Gaussian processes. An important result in this body of wo…
stat.ML2020
Guiding Neural Network Initialization via Marginal Likelihood Maximization
Anthony S. Tai, Chunfeng Huang
We propose a simple, data-driven approach to help guide hyperparameter selection for neural network initialization. We leverage the relationship between neural network and Gaussian…