Understanding Square Loss in Training Overparametrized Neural Network
Classifiers

Understanding Square Loss in Training Overparametrized Neural Network Classifiers

7 December 2021

Tianyang Hu

Papers citing "Understanding Square Loss in Training Overparametrized Neural Network Classifiers"

14 / 14 papers shown

Title
Super-fast rates of convergence for Neural Networks Classifiers under the Hard Margin Condition Nathanael Tepakbong Ding-Xuan Zhou Xiang Zhou 39 0 0 13 May 2025
Probabilistic Neural Networks (PNNs) with t-Distributed Outputs: Adaptive Prediction Intervals Beyond Gaussian Assumptions Farhad Pourkamali-Anaraki OOD UQCV 51 0 0 16 Mar 2025
Generalization of Scaled Deep ResNets in the Mean-Field Regime Yihang Chen Fanghui Liu Yiping Lu Grigorios G. Chrysos V. Cevher 35 2 0 14 Mar 2024
The Optimality of Kernel Classifiers in Sobolev Space Jianfa Lai Zhifan Li Dongming Huang Qian Lin 27 1 0 02 Feb 2024
Exact Count of Boundary Pieces of ReLU Classifiers: Towards the Proper Complexity Measure for Classification Paweł Piwek Adam Klukowski Tianyang Hu 11 5 0 15 Jun 2023
Revisiting and Advancing Adversarial Training Through A Simple Baseline Hong Liu AAML 26 0 0 13 Jun 2023
Explore and Exploit the Diverse Knowledge in Model Zoo for Domain Generalization Yimeng Chen Tianyang Hu Fengwei Zhou Zhenguo Li Zhiming Ma 20 12 0 05 Jun 2023
GraphCleaner: Detecting Mislabelled Samples in Popular Graph Learning Benchmarks Yuwen Li Miao Xiong Bryan Hooi 13 7 0 30 May 2023
From Tempered to Benign Overfitting in ReLU Neural Networks Guy Kornowski Gilad Yehudai Ohad Shamir 20 12 0 24 May 2023
Random Smoothing Regularization in Kernel Gradient Descent Learning Liang Ding Tianyang Hu Jiahan Jiang Donghao Li Wenjia Wang Yuan Yao 20 6 0 05 May 2023
Inducing Neural Collapse in Deep Long-tailed Learning Xuantong Liu Jianfeng Zhang Tianyang Hu He Cao Lujia Pan Yuan Yao 22 27 0 24 Feb 2023
Optimal Convergence Rates of Deep Neural Networks in a Classification Setting Josephine T. Meyer 24 2 0 25 Jul 2022
Minimax Optimal Deep Neural Network Classifiers Under Smooth Decision Boundary Tianyang Hu Ruiqi Liu Zuofeng Shang Guang Cheng 22 3 0 04 Jul 2022
Exploring Deep Neural Networks via Layer-Peeled Model: Minority Collapse in Imbalanced Training Cong Fang Hangfeng He Qi Long Weijie J. Su FAtt 127 165 0 29 Jan 2021