How does unlabeled data improve generalization in self-training? A
one-hidden-layer theoretical analysis

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How does unlabeled data improve generalization in self-training? A one-hidden-layer theoretical analysis

21 January 2022

Shuai Zhang

Jinjun Xiong

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Papers citing "How does unlabeled data improve generalization in self-training? A one-hidden-layer theoretical analysis"

10 / 10 papers shown

Title
Retraining with Predicted Hard Labels Provably Increases Model Accuracy Rudrajit Das Inderjit S Dhillon Alessandro Epasto Adel Javanmard Jieming Mao Vahab Mirrokni Sujay Sanghavi Peilin Zhong 131 2 0 17 Jun 2024
$How does promoting the minority fraction affect generalization? A theoretical study of the one-hidden-layer neural network on group imbalance$ How does promoting the minority fraction affect generalization? A theoretical study of the one-hidden-layer neural network on group imbalance Hongkang Li Shuai Zhang Yihua Zhang Meng Wang Sijia Liu Pin-Yu Chen 93 4 0 12 Mar 2024
Density Ratio Estimation-based Bayesian Optimization with Semi-Supervised Learning Jungtaek Kim 69 1 0 24 May 2023
Joint Edge-Model Sparse Learning is Provably Efficient for Graph Neural Networks Shuai Zhang Ming Wang Pin-Yu Chen Sijia Liu Songtao Lu Miaoyuan Liu MLT 102 17 0 06 Feb 2023
DuNST: Dual Noisy Self Training for Semi-Supervised Controllable Text Generation Yuxi Feng Xiaoyuan Yi Xiting Wang L. Lakshmanan Xing Xie DiffM 77 5 0 16 Dec 2022
FAST: Improving Controllability for Text Generation with Feedback Aware Self-Training Junyi Chai Reid Pryzant Victor Ye Dong Konstantin Golobokov Chenguang Zhu Yi Liu 85 5 0 06 Oct 2022
Semi-supervised Vision Transformers at Scale Zhaowei Cai Avinash Ravichandran Paolo Favaro Manchen Wang Davide Modolo Rahul Bhotika Zhuowen Tu Stefano Soatto ViT 108 58 0 11 Aug 2022
Knowledge Distillation: Bad Models Can Be Good Role Models Gal Kaplun Eran Malach Preetum Nakkiran Shai Shalev-Shwartz FedML 58 15 0 28 Mar 2022
Self-Training: A Survey Massih-Reza Amini Vasilii Feofanov Loïc Pauletto Lies Hadjadj Emilie Devijver Yury Maximov SSL 122 107 0 24 Feb 2022
Bootstrap Representation Learning for Segmentation on Medical Volumes and Sequences Zejian Chen Wei Zhuo Tianfu Wang Wufeng Xue Dong Ni 96 6 0 23 Jun 2021

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