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Side Effects of Learning from Low-dimensional Data Embedded in a
  Euclidean Space

Side Effects of Learning from Low-dimensional Data Embedded in a Euclidean Space

1 March 2022
Juncai He
R. Tsai
Rachel A. Ward
ArXivPDFHTML

Papers citing "Side Effects of Learning from Low-dimensional Data Embedded in a Euclidean Space"

7 / 7 papers shown
Title
Data-induced multiscale losses and efficient multirate gradient descent
  schemes
Data-induced multiscale losses and efficient multirate gradient descent schemes
Juncai He
Liangchen Liu
Yen-Hsi Tsai
24
0
0
05 Feb 2024
Homotopy Relaxation Training Algorithms for Infinite-Width Two-Layer
  ReLU Neural Networks
Homotopy Relaxation Training Algorithms for Infinite-Width Two-Layer ReLU Neural Networks
Yahong Yang
Qipin Chen
Wenrui Hao
27
4
0
26 Sep 2023
Linear Regression on Manifold Structured Data: the Impact of Extrinsic
  Geometry on Solutions
Linear Regression on Manifold Structured Data: the Impact of Extrinsic Geometry on Solutions
Liangchen Liu
Juncai He
R. Tsai
11
2
0
05 Jul 2023
Deep Nonparametric Estimation of Intrinsic Data Structures by Chart
  Autoencoders: Generalization Error and Robustness
Deep Nonparametric Estimation of Intrinsic Data Structures by Chart Autoencoders: Generalization Error and Robustness
Hao Liu
Alex Havrilla
Rongjie Lai
Wenjing Liao
32
6
0
17 Mar 2023
FV-MgNet: Fully Connected V-cycle MgNet for Interpretable Time Series
  Forecasting
FV-MgNet: Fully Connected V-cycle MgNet for Interpretable Time Series Forecasting
Jianqing Zhu
Juncai He
Lian Zhang
Jinchao Xu
23
3
0
02 Feb 2023
An Enhanced V-cycle MgNet Model for Operator Learning in Numerical
  Partial Differential Equations
An Enhanced V-cycle MgNet Model for Operator Learning in Numerical Partial Differential Equations
Jianqing Zhu
Juncai He
Qiumei Huang
25
4
0
02 Feb 2023
Optimal Approximation Rate of ReLU Networks in terms of Width and Depth
Optimal Approximation Rate of ReLU Networks in terms of Width and Depth
Zuowei Shen
Haizhao Yang
Shijun Zhang
98
115
0
28 Feb 2021
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