A note on regularised NTK dynamics with an application to PAC-Bayesian training

20 December 2023

Papers citing "A note on regularised NTK dynamics with an application to PAC-Bayesian training"

13 / 13 papers shown

Title
Generalization Bounds: Perspectives from Information Theory and PAC-Bayes Fredrik Hellström G. Durisi Benjamin Guedj Maxim Raginsky 17 36 0 08 Sep 2023
Generalisation under gradient descent via deterministic PAC-Bayes Eugenio Clerico Tyler Farghly George Deligiannidis Benjamin Guedj Arnaud Doucet 54 4 0 06 Sep 2022
Quantitative Gaussian Approximation of Randomly Initialized Deep Neural Networks Andrea Basteri Dario Trevisan BDL 42 20 0 14 Mar 2022
Risk bounds for aggregated shallow neural networks using Gaussian prior L. Tinsi A. Dalalyan BDL 44 7 0 21 Dec 2021
Conditionally Gaussian PAC-Bayes Eugenio Clerico George Deligiannidis Arnaud Doucet 78 10 0 22 Oct 2021
Wide stochastic networks: Gaussian limit and PAC-Bayesian training Eugenio Clerico George Deligiannidis Arnaud Doucet 50 12 0 17 Jun 2021
PAC-Bayesian Contrastive Unsupervised Representation Learning Kento Nozawa Pascal Germain Benjamin Guedj SSL BDL 30 27 0 10 Oct 2019
Dichotomize and Generalize: PAC-Bayesian Binary Activated Deep Neural Networks Gaël Letarte Pascal Germain Benjamin Guedj Franccois Laviolette MQ AI4CE UQCV 55 54 0 24 May 2019
Scaling Limits of Wide Neural Networks with Weight Sharing: Gaussian Process Behavior, Gradient Independence, and Neural Tangent Kernel Derivation Greg Yang 94 286 0 13 Feb 2019
Generalization Error Bounds of Gradient Descent for Learning Over-parameterized Deep ReLU Networks Yuan Cao Quanquan Gu ODL MLT AI4CE 60 155 0 04 Feb 2019
A Primer on PAC-Bayesian Learning Benjamin Guedj 88 221 0 16 Jan 2019
Learning and Generalization in Overparameterized Neural Networks, Going Beyond Two Layers Zeyuan Allen-Zhu Yuanzhi Li Yingyu Liang MLT 136 769 0 12 Nov 2018
Regularization Matters: Generalization and Optimization of Neural Nets v.s. their Induced Kernel Colin Wei Jason D. Lee Qiang Liu Tengyu Ma 131 245 0 12 Oct 2018