Sample Complexity of Probability Divergences under Group Symmetry

Sample Complexity of Probability Divergences under Group Symmetry

3 February 2023

Papers citing "Sample Complexity of Probability Divergences under Group Symmetry"

11 / 11 papers shown

Title
Learning with Exact Invariances in Polynomial Time Ashkan Soleymani B. Tahmasebi Stefanie Jegelka P. Jaillet 63 0 0 27 Feb 2025
Bias Detection via Maximum Subgroup Discrepancy Jiří Němeček Mark Kozdoba Illia Kryvoviaz Tomáš Pevný Jakub Mareˇcek 94 0 0 04 Feb 2025
Equivariant score-based generative models provably learn distributions with symmetries efficiently Ziyu Chen M. Katsoulakis Benjamin J. Zhang DiffM 30 2 0 02 Oct 2024
Learning heavy-tailed distributions with Wasserstein-proximal-regularized $α$ -divergences Ziyu Chen Hyemin Gu M. Katsoulakis Luc Rey-Bellet Wei-wei Zhu 27 1 0 22 May 2024
Permutation invariant functions: statistical tests, density estimation, and computationally efficient embedding Wee Chaimanowong Ying Zhu 20 0 0 04 Mar 2024
Sample Complexity Bounds for Estimating Probability Divergences under Invariances B. Tahmasebi Stefanie Jegelka 33 6 0 06 Nov 2023
Statistical Guarantees of Group-Invariant GANs Ziyu Chen M. Katsoulakis Luc Rey-Bellet Wei-wei Zhu 27 2 0 22 May 2023
Function-space regularized Rényi divergences Jeremiah Birrell Yannis Pantazis P. Dupuis M. Katsoulakis Luc Rey-Bellet 38 6 0 10 Oct 2022
Smooth $p$ -Wasserstein Distance: Structure, Empirical Approximation, and Statistical Applications Sloan Nietert Ziv Goldfeld Kengo Kato 24 30 0 11 Jan 2021
A General Theory of Equivariant CNNs on Homogeneous Spaces Taco S. Cohen Mario Geiger Maurice Weiler MLT AI4CE 149 308 0 05 Nov 2018
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning O. Catoni 135 451 0 03 Dec 2007