Generalization Bounds for Noisy Iterative Algorithms Using Properties of Additive Noise Channels

5 February 2021

Papers citing "Generalization Bounds for Noisy Iterative Algorithms Using Properties of Additive Noise Channels"

7 / 7 papers shown

Title
Information-theoretic Generalization Analysis for VQ-VAEs: A Role of Latent Variables Futoshi Futami Masahiro Fujisawa DRL CML 27 0 0 26 May 2025
Information-Theoretic Generalization Bounds for Deep Neural Networks Haiyun He Christina Lee Yu 68 5 0 04 Apr 2024
Arbitrary Decisions are a Hidden Cost of Differentially Private Training B. Kulynych Hsiang Hsu Carmela Troncoso Flavio du Pin Calmon 49 18 0 28 Feb 2023
Two Facets of SDE Under an Information-Theoretic Lens: Generalization of SGD via Training Trajectories and via Terminal States Ziqiao Wang Yongyi Mao 40 10 0 19 Nov 2022
Information-Theoretic Analysis of Unsupervised Domain Adaptation Ziqiao Wang Yongyi Mao 53 12 0 03 Oct 2022
Information-Theoretic Bounds on Transfer Generalization Gap Based on Jensen-Shannon Divergence Sharu Theresa Jose Osvaldo Simeone 59 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 123 149 0 06 Nov 2019