Regularizing Neural Networks by Penalizing Confident Output Distributions

23 January 2017

Papers citing "Regularizing Neural Networks by Penalizing Confident Output Distributions"

40 / 640 papers shown

Title
Label Refinery: Improving ImageNet Classification through Label Progression Hessam Bagherinezhad Maxwell Horton Mohammad Rastegari Ali Farhadi 9 189 0 07 May 2018
SaaS: Speed as a Supervisor for Semi-supervised Learning Safa Cicek Alhussein Fawzi Stefano Soatto BDL 32 19 0 02 May 2018
SHADE: Information Based Regularization for Deep Learning Michael Blot Thomas Robert Nicolas Thome Matthieu Cord 32 12 0 29 Apr 2018
Pathologies of Neural Models Make Interpretations Difficult Shi Feng Eric Wallace Alvin Grissom II Mohit Iyyer Pedro Rodriguez Jordan L. Boyd-Graber AAML FAtt 24 317 0 20 Apr 2018
Learning Sparse Latent Representations with the Deep Copula Information Bottleneck Aleksander Wieczorek Mario Wieser Damian Murezzan Volker Roth SSL 25 28 0 17 Apr 2018
Adversarial Training Versus Weight Decay A. Galloway T. Tanay Graham W. Taylor AAML 29 23 0 10 Apr 2018
Large scale distributed neural network training through online distillation Rohan Anil Gabriel Pereyra Alexandre Passos Róbert Ormándi George E. Dahl Geoffrey E. Hinton FedML 278 404 0 09 Apr 2018
ESPnet: End-to-End Speech Processing Toolkit Shinji Watanabe Takaaki Hori Shigeki Karita Tomoki Hayashi Jiro Nishitoba ... Jahn Heymann Sanjeev Khudanpur Nanxin Chen Adithya Renduchintala Tsubasa Ochiai VLM 46 1,481 0 30 Mar 2018
Regularizing Deep Hashing Networks Using GAN Generated Fake Images Libing Geng Yan Pan Jikai Chen Hanjiang Lai GAN 20 0 0 26 Mar 2018
Learning Approximate Inference Networks for Structured Prediction Lifu Tu Kevin Gimpel BDL 11 53 0 09 Mar 2018
Learning Representations for Neural Network-Based Classification Using the Information Bottleneck Principle Rana Ali Amjad Bernhard C. Geiger 35 196 0 27 Feb 2018
Predicting Adversarial Examples with High Confidence A. Galloway Graham W. Taylor M. Moussa AAML 29 9 0 13 Feb 2018
ArcFace: Additive Angular Margin Loss for Deep Face Recognition Jiankang Deng Jiaxin Guo J. Yang Niannan Xue I. Kotsia S. Zafeiriou CVBM 27 220 0 23 Jan 2018
Additive Margin Softmax for Face Verification Feng Wang Weiyang Liu Haijun Liu Jian Cheng CVBM 36 1,267 0 17 Jan 2018
MINE: Mutual Information Neural Estimation Mohamed Ishmael Belghazi A. Baratin Sai Rajeswar Sherjil Ozair Yoshua Bengio Aaron Courville R. Devon Hjelm DRL 61 1,251 0 12 Jan 2018
Neural Networks in Adversarial Setting and Ill-Conditioned Weight Space M. Singh Abhishek Sinha Balaji Krishnamurthy AAML 41 6 0 03 Jan 2018
Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward Kaiyang Zhou Yu Qiao Tao Xiang 11 423 0 29 Dec 2017
Gradient Regularization Improves Accuracy of Discriminative Models D. Varga Adrián Csiszárik Zsolt Zombori 18 53 0 28 Dec 2017
Automatic segmentation method of pelvic floor levator hiatus in ultrasound using a self-normalising neural network E. Bonmati Yipeng Hu Nikhil Sindhwani H. Dietz Jan D'hooge D. Barratt Jan Deprest Tom Kamiel Magda Vercauteren 29 30 0 18 Dec 2017
Sockeye: A Toolkit for Neural Machine Translation Felix Hieber Tobias Domhan Michael J. Denkowski David Vilar Artem Sokolov Ann Clifton Matt Post 13 215 0 15 Dec 2017
Training Confidence-calibrated Classifiers for Detecting Out-of-Distribution Samples Kimin Lee Honglak Lee Kibok Lee Jinwoo Shin OODD 70 873 0 26 Nov 2017
Classical Structured Prediction Losses for Sequence to Sequence Learning Sergey Edunov Myle Ott Michael Auli David Grangier MarcÁurelio Ranzato AIMat 56 185 0 14 Nov 2017
Intriguing Properties of Adversarial Examples E. D. Cubuk Barret Zoph S. Schoenholz Quoc V. Le AAML 31 84 0 08 Nov 2017
Improved training for online end-to-end speech recognition systems Suyoun Kim M. Seltzer Jinyu Li Rui Zhao 37 44 0 06 Nov 2017
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 132 9,620 0 25 Oct 2017
Spinal cord gray matter segmentation using deep dilated convolutions C. Perone Evan Calabrese Julien Cohen-Adad MedIm 27 113 0 02 Oct 2017
Improved Training for Self-Training by Confidence Assessments Gal Hyams D. Greenfeld Dor Bank 38 1 0 30 Sep 2017
Adversarial Generation of Training Examples: Applications to Moving Vehicle License Plate Recognition Xinlong Wang Zhipeng Man Mingyu You Chunhua Shen GAN 18 7 0 11 Jul 2017
Generative Bridging Network in Neural Sequence Prediction Wenhu Chen Guanlin Li Shuo Ren Shujie Liu Zhirui Zhang Mu Li M. Zhou 28 10 0 28 Jun 2017
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 79 5,702 0 14 Jun 2017
Confident Multiple Choice Learning Kimin Lee Changho Hwang KyoungSoo Park Jinwoo Shin 31 48 0 12 Jun 2017
Enhancing The Reliability of Out-of-distribution Image Detection in Neural Networks Shiyu Liang Yixuan Li R. Srikant UQCV OODD 34 2,031 0 08 Jun 2017
Deep Mutual Learning Ying Zhang Tao Xiang Timothy M. Hospedales Huchuan Lu FedML 57 1,640 0 01 Jun 2017
Local Monotonic Attention Mechanism for End-to-End Speech and Language Processing Andros Tjandra S. Sakti Satoshi Nakamura 21 6 0 23 May 2017
Pairwise Confusion for Fine-Grained Visual Classification Abhimanyu Dubey O. Gupta Pei Guo Ramesh Raskar Ryan Farrell Nikhil Naik 8 10 0 22 May 2017
Who Said What: Modeling Individual Labelers Improves Classification M. Guan Varun Gulshan Andrew M. Dai Geoffrey E. Hinton NoLa 13 226 0 26 Mar 2017
Towards better decoding and language model integration in sequence to sequence models J. Chorowski Navdeep Jaitly 17 368 0 08 Dec 2016
Categorical Reparameterization with Gumbel-Softmax Eric Jang S. Gu Ben Poole BDL 140 5,299 0 03 Nov 2016
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Zhehuai Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 718 6,750 0 26 Sep 2016
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 220 7,930 0 17 Aug 2015