Submodular Batch Selection for Training Deep Neural Networks

Submodular Batch Selection for Training Deep Neural Networks

20 June 2019

Krishnakant Singh

V. Balasubramanian

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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