Identifying Generalization Properties in Neural Networks

19 September 2018

Huan Wang

Papers citing "Identifying Generalization Properties in Neural Networks"

21 / 21 papers shown

Title
A Method for Enhancing Generalization of Adam by Multiple Integrations Long Jin Han Nong Liangming Chen Zhenming Su 101 0 0 17 Dec 2024
Attack-Agnostic Adversarial Detection Jiaxin Cheng Mohamed Hussein J. Billa Wael AbdAlmageed AAML 53 0 0 01 Jun 2022
ALLSH: Active Learning Guided by Local Sensitivity and Hardness Shujian Zhang Chengyue Gong Xingchao Liu Pengcheng He Weizhu Chen Mingyuan Zhou 98 26 0 10 May 2022
Anticorrelated Noise Injection for Improved Generalization Antonio Orvieto Hans Kersting F. Proske Francis R. Bach Aurelien Lucchi 116 48 0 06 Feb 2022
Effective dimension of machine learning models Amira Abbas David Sutter Alessio Figalli Stefan Woerner 121 18 0 09 Dec 2021
Minimum sharpness: Scale-invariant parameter-robustness of neural networks Hikaru Ibayashi Takuo Hamaguchi Masaaki Imaizumi 62 5 0 23 Jun 2021
BN-invariant sharpness regularizes the training model to better generalization Mingyang Yi Huishuai Zhang Wei Chen Zhi-Ming Ma Tie-Yan Liu 128 3 0 08 Jan 2021
Geometry Perspective Of Estimating Learning Capability Of Neural Networks Ankan Dutta Arnab Rakshit 33 1 0 03 Nov 2020
What About Inputing Policy in Value Function: Policy Representation and Policy-extended Value Function Approximator Hongyao Tang Zhaopeng Meng Jianye Hao Chong Chen D. Graves ... Hangyu Mao Wulong Liu Yaodong Yang Wenyuan Tao Li Wang OffRL 71 7 0 19 Oct 2020
Deforming the Loss Surface Liangming Chen Long Jin Xiujuan Du Shuai Li Mei Liu ODL 21 0 0 24 Jul 2020
Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness Pu Zhao Pin-Yu Chen Payel Das Karthikeyan N. Ramamurthy Xue Lin AAML 143 191 0 30 Apr 2020
Wide-minima Density Hypothesis and the Explore-Exploit Learning Rate Schedule Nikhil Iyer V. Thejas Nipun Kwatra Ramachandran Ramjee Muthian Sivathanu 73 29 0 09 Mar 2020
Relative Flatness and Generalization Henning Petzka Michael Kamp Linara Adilova C. Sminchisescu Mario Boley 87 78 0 03 Jan 2020
Dissecting Non-Vacuous Generalization Bounds based on the Mean-Field Approximation Konstantinos Pitas 56 8 0 06 Sep 2019
Understanding Generalization through Visualizations Wenjie Huang Z. Emam Micah Goldblum Liam H. Fowl J. K. Terry Furong Huang Tom Goldstein AI4CE 51 80 0 07 Jun 2019
On the Generalization Gap in Reparameterizable Reinforcement Learning Huan Wang Stephan Zheng Caiming Xiong R. Socher 117 41 0 29 May 2019
A Scale Invariant Flatness Measure for Deep Network Minima Akshay Rangamani Nam H. Nguyen Abhishek Kumar Dzung Phan Sang H. Chin T. Tran ODL 88 31 0 06 Feb 2019
Are All Layers Created Equal? Chiyuan Zhang Samy Bengio Y. Singer 111 140 0 06 Feb 2019
Normalized Flat Minima: Exploring Scale Invariant Definition of Flat Minima for Neural Networks using PAC-Bayesian Analysis Yusuke Tsuzuku Issei Sato Masashi Sugiyama 84 77 0 15 Jan 2019
An Empirical Study of Example Forgetting during Deep Neural Network Learning Mariya Toneva Alessandro Sordoni Rémi Tachet des Combes Adam Trischler Yoshua Bengio Geoffrey J. Gordon 192 743 0 12 Dec 2018
On the Relation Between the Sharpest Directions of DNN Loss and the SGD Step Length Stanislaw Jastrzebski Zachary Kenton Nicolas Ballas Asja Fischer Yoshua Bengio Amos Storkey ODL 71 118 0 13 Jul 2018