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Scaling Neural Tangent Kernels via Sketching and Random Features

Scaling Neural Tangent Kernels via Sketching and Random Features

15 June 2021
A. Zandieh
Insu Han
H. Avron
N. Shoham
Chaewon Kim
Jinwoo Shin
ArXivPDFHTML

Papers citing "Scaling Neural Tangent Kernels via Sketching and Random Features"

7 / 7 papers shown
Title
Tensor Sketch: Fast and Scalable Polynomial Kernel Approximation
Tensor Sketch: Fast and Scalable Polynomial Kernel Approximation
Ninh Pham
Rasmus Pagh
99
0
0
13 May 2025
Optimal Kernel Quantile Learning with Random Features
Optimal Kernel Quantile Learning with Random Features
Caixing Wang
Xingdong Feng
64
1
0
24 Aug 2024
A Framework and Benchmark for Deep Batch Active Learning for Regression
A Framework and Benchmark for Deep Batch Active Learning for Regression
David Holzmüller
Viktor Zaverkin
Johannes Kastner
Ingo Steinwart
UQCV
BDL
GP
61
34
0
17 Mar 2022
Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks
Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks
Sanjeev Arora
S. Du
Zhiyuan Li
Ruslan Salakhutdinov
Ruosong Wang
Dingli Yu
AAML
47
162
0
03 Oct 2019
Generalization Bounds of Stochastic Gradient Descent for Wide and Deep
  Neural Networks
Generalization Bounds of Stochastic Gradient Descent for Wide and Deep Neural Networks
Yuan Cao
Quanquan Gu
MLT
AI4CE
64
384
0
30 May 2019
Scaling Limits of Wide Neural Networks with Weight Sharing: Gaussian
  Process Behavior, Gradient Independence, and Neural Tangent Kernel Derivation
Scaling Limits of Wide Neural Networks with Weight Sharing: Gaussian Process Behavior, Gradient Independence, and Neural Tangent Kernel Derivation
Greg Yang
69
286
0
13 Feb 2019
Stochastic Gradient Descent Optimizes Over-parameterized Deep ReLU
  Networks
Stochastic Gradient Descent Optimizes Over-parameterized Deep ReLU Networks
Difan Zou
Yuan Cao
Dongruo Zhou
Quanquan Gu
ODL
114
448
0
21 Nov 2018
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