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cs.LG2025
Depth-induced NTK: Bridging Over-parameterized Neural Networks and Deep Neural Kernels
Yong-Ming Tian, Shuang Liang, Shao-Qun Zhang +1
While deep learning has achieved remarkable success across a wide range of applications, its theoretical understanding of representation learning remains limited. Deep neural kerne…
cs.LG2024
A Unified Kernel for Neural Network Learning
Shao-Qun Zhang, Zong-Yi Chen, Yong-Ming Tian +1
Past decades have witnessed a great interest in the distinction and connection between neural network learning and kernel learning. Recent advancements have made theoretical progre…