Submodular Batch Selection for Training Deep Neural Networks

Submodular Batch Selection for Training Deep Neural Networks

20 June 2019

Krishnakant Singh

V. Balasubramanian

Papers citing "Submodular Batch Selection for Training Deep Neural Networks"

17 / 17 papers shown

Title
Self-Paced Learning with Adaptive Deep Visual Embeddings Vithursan Thangarasa Graham W. Taylor 3DH SSL 45 6 0 24 Jul 2018
Active Mini-Batch Sampling using Repulsive Point Processes Cheng Zhang Cengiz Öztireli Stephan Mandt G. Salvi 34 36 0 08 Apr 2018
Not All Samples Are Created Equal: Deep Learning with Importance Sampling Angelos Katharopoulos François Fleuret 95 520 0 02 Mar 2018
Biased Importance Sampling for Deep Neural Network Training Angelos Katharopoulos François Fleuret 53 69 0 31 May 2017
Determinantal Point Processes for Mini-Batch Diversification Cheng Zhang Hedvig Kjellström Stephan Mandt 69 35 0 01 May 2017
Active Bias: Training More Accurate Neural Networks by Emphasizing High Variance Samples Haw-Shiuan Chang Erik Learned-Miller Andrew McCallum 75 353 0 24 Apr 2017
Fast DPP Sampling for Nyström with Application to Kernel Methods Chengtao Li Stefanie Jegelka S. Sra 48 76 0 19 Mar 2016
Katyusha: The First Direct Acceleration of Stochastic Gradient Methods Zeyuan Allen-Zhu ODL 101 580 0 18 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Variance Reduction in SGD by Distributed Importance Sampling Guillaume Alain Alex Lamb Chinnadhurai Sankar Aaron Courville Yoshua Bengio FedML 79 199 0 20 Nov 2015
Online Batch Selection for Faster Training of Neural Networks I. Loshchilov Frank Hutter ODL 89 301 0 19 Nov 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 463 43,305 0 11 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,115 0 22 Dec 2014
Distributed Submodular Maximization Baharan Mirzasoleiman Amin Karbasi Rik Sarkar Andreas Krause 77 206 0 03 Nov 2014
Lazier Than Lazy Greedy Baharan Mirzasoleiman Ashwinkumar Badanidiyuru Amin Karbasi J. Vondrák Andreas Krause 89 406 0 28 Sep 2014
Accelerating Minibatch Stochastic Gradient Descent using Stratified Sampling P. Zhao Tong Zhang 76 91 0 13 May 2014
Stochastic Optimization with Importance Sampling P. Zhao Tong Zhang 93 345 0 13 Jan 2014