Information-Theoretic Characterization of the Generalization Error for
Iterative Semi-Supervised Learning

Information-Theoretic Characterization of the Generalization Error for Iterative Semi-Supervised Learning

3 October 2021

Vincent Y. F. Tan

Papers citing "Information-Theoretic Characterization of the Generalization Error for Iterative Semi-Supervised Learning"

12 / 12 papers shown

Title
Optimal Exact Recovery in Semi-Supervised Learning: A Study of Spectral Methods and Graph Convolutional Networks Hai-Xiao Wang Zhichao Wang 76 1 0 18 Dec 2024
Towards Understanding Why FixMatch Generalizes Better Than Supervised Learning Jingyang Li Jiachun Pan Vincent Y. F. Tan Kim-Chuan Toh Pan Zhou AAML MLT 48 0 0 15 Oct 2024
Error Bounds of Supervised Classification from Information-Theoretic Perspective Binchuan Qi Wei Gong Li Li 28 0 0 07 Jun 2024
On Mesa-Optimization in Autoregressively Trained Transformers: Emergence and Capability Chenyu Zheng Wei Huang Rongzheng Wang Guoqiang Wu Jun Zhu Chongxuan Li 39 1 0 27 May 2024
Robust Semi-supervised Learning via $f$ -Divergence and $α$ -Rényi Divergence Gholamali Aminian Amirhossien Bagheri Mahyar JafariNodeh Radmehr Karimian Mohammad Hossein Yassaee 32 0 0 01 May 2024
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications Huayi Tang Yong Liu 57 1 0 08 Nov 2023
Toward Understanding Generative Data Augmentation Chenyu Zheng Guoqiang Wu Chongxuan Li 29 25 0 27 May 2023
Tighter Information-Theoretic Generalization Bounds from Supersamples Ziqiao Wang Yongyi Mao 29 17 0 05 Feb 2023
How Does Pseudo-Labeling Affect the Generalization Error of the Semi-Supervised Gibbs Algorithm? Haiyun He Gholamali Aminian Yuheng Bu Miguel R. D. Rodrigues Vincent Y. F. Tan 32 4 0 15 Oct 2022
Semi-supervised Vision Transformers at Scale Zhaowei Cai Avinash Ravichandran Paolo Favaro Manchen Wang Davide Modolo Rahul Bhotika Z. Tu Stefano Soatto ViT 24 55 0 11 Aug 2022
Information-Theoretic Bounds on Transfer Generalization Gap Based on Jensen-Shannon Divergence Sharu Theresa Jose Osvaldo Simeone 46 16 0 13 Oct 2020
Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates Jeffrey Negrea Mahdi Haghifam Gintare Karolina Dziugaite Ashish Khisti Daniel M. Roy FedML 110 147 0 06 Nov 2019