Generalization bounds for regression and classification on adaptive covering input domains

29 July 2024

Papers citing "Generalization bounds for regression and classification on adaptive covering input domains"

10 / 10 papers shown

Title
Generalization Error Bounds for Deep Neural Networks Trained by SGD Mingze Wang Chao Ma 13 14 0 07 Jun 2022
Wide and Deep Neural Networks Achieve Optimality for Classification Adityanarayanan Radhakrishnan M. Belkin Caroline Uhler 47 18 0 29 Apr 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 177 30,069 0 01 Mar 2022
Implicit Regularization in ReLU Networks with the Square Loss Gal Vardi Ohad Shamir 27 51 0 09 Dec 2020
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 270 6,293 0 26 Nov 2020
Why Do Deep Residual Networks Generalize Better than Deep Feedforward Networks? -- A Neural Tangent Kernel Perspective Kaixuan Huang Yuqing Wang Molei Tao T. Zhao MLT 43 97 0 14 Feb 2020
Surprises in High-Dimensional Ridgeless Least Squares Interpolation Trevor Hastie Andrea Montanari Saharon Rosset Robert Tibshirani 126 737 0 19 Mar 2019
Reconciling modern machine learning practice and the bias-variance trade-off M. Belkin Daniel J. Hsu Siyuan Ma Soumik Mandal 174 1,628 0 28 Dec 2018
Norm-Based Capacity Control in Neural Networks Behnam Neyshabur Ryota Tomioka Nathan Srebro 236 583 0 27 Feb 2015
On the number of response regions of deep feed forward networks with piece-wise linear activations Razvan Pascanu Guido Montúfar Yoshua Bengio FAtt 102 257 0 20 Dec 2013