Generalization in Deep Learning

16 October 2017

Papers citing "Generalization in Deep Learning"

38 / 38 papers shown

Title
DGSAM: Domain Generalization via Individual Sharpness-Aware Minimization Youngjun Song Youngsik Hwang Jonghun Lee Heechang Lee Dong-Young Lim AAML 79 0 0 30 Mar 2025
Information-Theoretic Generalization Bounds for Deep Neural Networks Haiyun He Christina Lee Yu 75 5 0 04 Apr 2024
Investigating Generalization Behaviours of Generative Flow Networks Lazar Atanackovic Emmanuel Bengio AI4CE 51 3 0 07 Feb 2024
A trans-disciplinary review of deep learning research for water resources scientists Chaopeng Shen AI4CE 129 687 0 06 Dec 2017
Global optimality conditions for deep neural networks Chulhee Yun S. Sra Ali Jadbabaie 134 118 0 08 Jul 2017
Towards Understanding Generalization of Deep Learning: Perspective of Loss Landscapes Lei Wu Zhanxing Zhu E. Weinan ODL 50 220 0 30 Jun 2017
Exploring Generalization in Deep Learning Behnam Neyshabur Srinadh Bhojanapalli David A. McAllester Nathan Srebro FAtt 132 1,245 0 27 Jun 2017
A Closer Look at Memorization in Deep Networks Devansh Arpit Stanislaw Jastrzebski Nicolas Ballas David M. Krueger Emmanuel Bengio ... Tegan Maharaj Asja Fischer Aaron Courville Yoshua Bengio Simon Lacoste-Julien TDI 95 1,801 0 16 Jun 2017
Train longer, generalize better: closing the generalization gap in large batch training of neural networks Elad Hoffer Itay Hubara Daniel Soudry ODL 142 799 0 24 May 2017
Computing Nonvacuous Generalization Bounds for Deep (Stochastic) Neural Networks with Many More Parameters than Training Data Gintare Karolina Dziugaite Daniel M. Roy 77 808 0 31 Mar 2017
Sharp Minima Can Generalize For Deep Nets Laurent Dinh Razvan Pascanu Samy Bengio Yoshua Bengio ODL 98 766 0 15 Mar 2017
Data-Dependent Stability of Stochastic Gradient Descent Ilja Kuzborskij Christoph H. Lampert MLT 91 165 0 05 Mar 2017
Deep Semi-Random Features for Nonlinear Function Approximation Kenji Kawaguchi Bo Xie Vikas Verma Le Song 108 15 0 28 Feb 2017
Fast Rates for Empirical Risk Minimization of Strict Saddle Problems Alon Gonen Shai Shalev-Shwartz 60 30 0 16 Jan 2017
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 428 10,281 0 16 Nov 2016
Understanding deep learning requires rethinking generalization Chiyuan Zhang Samy Bengio Moritz Hardt Benjamin Recht Oriol Vinyals HAI 264 4,612 0 10 Nov 2016
Why and When Can Deep -- but Not Shallow -- Networks Avoid the Curse of Dimensionality: a Review T. Poggio H. Mhaskar Lorenzo Rosasco Brando Miranda Q. Liao 66 575 0 02 Nov 2016
Generalization Error of Invariant Classifiers Jure Sokolić Raja Giryes Guillermo Sapiro M. Rodrigues 35 78 0 14 Oct 2016
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 355 2,922 0 15 Sep 2016
Robust Large Margin Deep Neural Networks Jure Sokolić Raja Giryes Guillermo Sapiro M. Rodrigues 57 309 0 26 May 2016
Unsupervised Learning for Physical Interaction through Video Prediction Chelsea Finn Ian Goodfellow Sergey Levine 51 1,042 0 23 May 2016
Deep Learning without Poor Local Minima Kenji Kawaguchi ODL 149 922 0 23 May 2016
Bounded Optimal Exploration in MDP Kenji Kawaguchi 33 15 0 05 Apr 2016
Bayesian Optimization with Exponential Convergence Kenji Kawaguchi L. Kaelbling Tomás Lozano-Pérez 49 106 0 05 Apr 2016
Identity Mappings in Deep Residual Networks Kaiming He Xinming Zhang Shaoqing Ren Jian Sun 281 10,149 0 16 Mar 2016
Benefits of depth in neural networks Matus Telgarsky 290 605 0 14 Feb 2016
On the Generalization Error Bounds of Neural Networks under Diversity-Inducing Mutual Angular Regularization P. Xie Yuntian Deng Eric Xing 83 28 0 23 Nov 2015
Train faster, generalize better: Stability of stochastic gradient descent Moritz Hardt Benjamin Recht Y. Singer 91 1,234 0 03 Sep 2015
Path-SGD: Path-Normalized Optimization in Deep Neural Networks Behnam Neyshabur Ruslan Salakhutdinov Nathan Srebro ODL 52 305 0 08 Jun 2015
APAC: Augmented PAttern Classification with Neural Networks Ikuro Sato Hiroki Nishimura Kensuke Yokoi 36 137 0 13 May 2015
Norm-Based Capacity Control in Neural Networks Behnam Neyshabur Ryota Tomioka Nathan Srebro 220 583 0 27 Feb 2015
An Introduction to Matrix Concentration Inequalities J. Tropp 70 1,139 0 07 Jan 2015
Fractional Max-Pooling Benjamin Graham TPM 65 517 0 18 Dec 2014
The Loss Surfaces of Multilayer Networks A. Choromańska Mikael Henaff Michaël Mathieu Gerard Ben Arous Yann LeCun ODL 225 1,191 0 30 Nov 2014
On the Computational Efficiency of Training Neural Networks Roi Livni Shai Shalev-Shwartz Ohad Shamir 68 479 0 05 Oct 2014
On the Number of Linear Regions of Deep Neural Networks Guido Montúfar Razvan Pascanu Kyunghyun Cho Yoshua Bengio 72 1,249 0 08 Feb 2014
On the number of response regions of deep feed forward networks with piece-wise linear activations Razvan Pascanu Guido Montúfar Yoshua Bengio FAtt 94 257 0 20 Dec 2013
Robustness and Generalization Huan Xu Shie Mannor OOD 158 459 0 13 May 2010