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stat.ML2023
The Learnability of Reproducing Kernel Hilbert Spaces
Hongrui Chen, Jihao Long, Lei Wu
In this work, we analyze the learnability of reproducing kernel Hilbert spaces (RKHS) under the norm, which is critical for understanding the performance of kernel metho…
stat.ML2023
A duality framework for analyzing random feature and two-layer neural networks
Hongrui Chen, Jihao Long, Lei Wu
We consider the problem of learning functions within the and Barron spaces, which play crucial roles in understanding random feature models (RFMs), two-layer ne…