A PAC-Bayesian Generalization Bound for Equivariant Networks

24 October 2022

Papers citing "A PAC-Bayesian Generalization Bound for Equivariant Networks"

16 / 16 papers shown

Title
Generalization Bounds for Equivariant Networks on Markov Data Hui Li Zhiguo Wang Bohui Chen Li Sheng 26 0 0 01 Mar 2025
Learning with Exact Invariances in Polynomial Time Ashkan Soleymani B. Tahmasebi Stefanie Jegelka P. Jaillet 65 0 0 27 Feb 2025
Does equivariance matter at scale? Johann Brehmer S. Behrends P. D. Haan Taco S. Cohen 40 10 0 30 Oct 2024
Understanding Adversarially Robust Generalization via Weight-Curvature Index Yuelin Xu Xiao Zhang AAML 22 0 0 10 Oct 2024
Stability Analysis of Equivariant Convolutional Representations Through The Lens of Equivariant Multi-layered CKNs Soutrik Roy Chowdhury 25 0 0 08 Aug 2024
Symmetric Linear Bandits with Hidden Symmetry Nam-Phuong Tran T. Ta Debmalya Mandal Long Tran-Thanh 23 0 0 22 May 2024
A Characterization Theorem for Equivariant Networks with Point-wise Activations Marco Pacini Xiaowen Dong Bruno Lepri G. Santin 34 2 0 17 Jan 2024
$Learning Polynomial Problems with $SL(2,\mathbb{R})$ Equivariance$ Learning Polynomial Problems with $SL(2,\mathbb{R})$ Equivariance Hannah Lawrence Mitchell Tong Harris 22 1 0 04 Dec 2023
Approximately Equivariant Graph Networks Ningyuan Huang Ron Levie Soledad Villar 32 18 0 21 Aug 2023
Approximation-Generalization Trade-offs under (Approximate) Group Equivariance Mircea Petrache Shubhendu Trivedi 26 22 0 27 May 2023
A General Theory of Correct, Incorrect, and Extrinsic Equivariance Dian Wang Xu Zhu Jung Yeon Park Mingxi Jia Guanang Su Robert W. Platt Robin G. Walters 19 13 0 08 Mar 2023
Invariant Lipschitz Bandits: A Side Observation Approach Nam-Phuong Tran Long Tran-Thanh 45 1 0 14 Dec 2022
Bayesian Model Selection, the Marginal Likelihood, and Generalization Sanae Lotfi Pavel Izmailov Gregory W. Benton Micah Goldblum A. Wilson UQCV BDL 45 56 0 23 Feb 2022
Boosting Deep Neural Networks with Geometrical Prior Knowledge: A Survey M. Rath A. P. Condurache ViT AI4CE 6 9 0 30 Jun 2020
Universal Equivariant Multilayer Perceptrons Siamak Ravanbakhsh 90 48 0 07 Feb 2020
A General Theory of Equivariant CNNs on Homogeneous Spaces Taco S. Cohen Mario Geiger Maurice Weiler MLT AI4CE 149 308 0 05 Nov 2018