Universal Consistency of Deep Convolutional Neural Networks

Universal Consistency of Deep Convolutional Neural Networks

23 June 2021

Papers citing "Universal Consistency of Deep Convolutional Neural Networks"

13 / 13 papers shown

Title
Component-based Sketching for Deep ReLU Nets Di Wang Shao-Bo Lin Deyu Meng Feilong Cao 38 1 0 21 Sep 2024
Stochastic Gradient Descent for Two-layer Neural Networks Dinghao Cao Zheng-Chu Guo Lei Shi MLT 37 0 0 10 Jul 2024
On the rates of convergence for learning with convolutional neural networks Yunfei Yang Han Feng Ding-Xuan Zhou 42 3 0 25 Mar 2024
Optimal Approximation and Learning Rates for Deep Convolutional Neural Networks Shao-Bo Lin 39 1 0 07 Aug 2023
Deep Convolutional Neural Networks with Zero-Padding: Feature Extraction and Learning Zhixiong Han Baichen Liu Shao-Bo Lin Ding-Xuan Zhou 19 4 0 30 Jul 2023
Optimal rates of approximation by shallow ReLU $^k$ neural networks and applications to nonparametric regression Yunfei Yang Ding-Xuan Zhou 59 19 0 04 Apr 2023
On the Connection between $L_p$ and Risk Consistency and its Implications on Regularized Kernel Methods Hannes Köhler 42 1 0 27 Mar 2023
Ensemble Multi-Quantiles: Adaptively Flexible Distribution Prediction for Uncertainty Quantification Xing Yan Yonghua Su Wenxuan Ma UQCV 49 2 0 26 Nov 2022
Deep Learning is Provably Robust to Symmetric Label Noise Carey E. Priebe Ningyuan Huang Soledad Villar Cong Mu Li-Wei Chen NoLa 31 2 0 26 Oct 2022
Learning Ability of Interpolating Deep Convolutional Neural Networks Tiancong Zhou X. Huo AI4CE 43 13 0 25 Oct 2022
Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks Yunwen Lei Rong Jin Yiming Ying MLT 53 19 0 19 Sep 2022
Optimal Convergence Rates of Deep Convolutional Neural Networks: Additive Ridge Functions Zhiying Fang Guang Cheng MLT 42 2 0 24 Feb 2022
Approximation Properties of Deep ReLU CNNs Juncai He Lin Li Jinchao Xu 21 19 0 01 Sep 2021