2 papers
cs.LG2026
Label-NTK Alignments and A Tighter Convergence Bound in the NTK Regime
Ruchirinkil Marreddy, Chaoyue Liu
The Neural Tangent Kernel (NTK) framework explains optimization in over-parameterized neural networks via approximately linearized dynamics, yielding exponential convergence guaran…
cs.LG2025
Better NTK Conditioning: A Free Lunch from (ReLU) Nonlinear Activation in Wide Neural Networks
Chaoyue Liu, Han Bi, Like Hui +1
Nonlinear activation functions are widely recognized for enhancing the expressivity of neural networks, which is the primary reason for their widespread implementation. In this wor…