On Random Subset Generalization Error Bounds and the Stochastic Gradient Langevin Dynamics Algorithm

21 October 2020

Papers citing "On Random Subset Generalization Error Bounds and the Stochastic Gradient Langevin Dynamics Algorithm"

9 / 9 papers shown

Title
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications Huayi Tang Yong Liu 57 1 0 08 Nov 2023
Tighter Information-Theoretic Generalization Bounds from Supersamples Ziqiao Wang Yongyi Mao 29 17 0 05 Feb 2023
Information-Theoretic Analysis of Unsupervised Domain Adaptation Ziqiao Wang Yongyi Mao 38 11 0 03 Oct 2022
Understanding Generalization via Leave-One-Out Conditional Mutual Information Mahdi Haghifam Shay Moran Daniel M. Roy Gintare Karolina Dziugaite 20 14 0 29 Jun 2022
Stability Based Generalization Bounds for Exponential Family Langevin Dynamics A. Banerjee Tiancong Chen Xinyan Li Yingxue Zhou 31 8 0 09 Jan 2022
Towards a Unified Information-Theoretic Framework for Generalization Mahdi Haghifam Gintare Karolina Dziugaite Shay Moran Daniel M. Roy 19 34 0 09 Nov 2021
On the Generalization of Models Trained with SGD: Information-Theoretic Bounds and Implications Ziqiao Wang Yongyi Mao FedML MLT 37 22 0 07 Oct 2021
Individually Conditional Individual Mutual Information Bound on Generalization Error Ruida Zhou C. Tian Tie Liu 13 31 0 17 Dec 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