A Theoretically Grounded Application of Dropout in Recurrent Neural Networks

16 December 2015

Papers citing "A Theoretically Grounded Application of Dropout in Recurrent Neural Networks"

50 / 433 papers shown

Title
Regularizing activations in neural networks via distribution matching with the Wasserstein metric Taejong Joo Donggu Kang Byunghoon Kim 35 8 0 13 Feb 2020
Estimating Counterfactual Treatment Outcomes over Time Through Adversarially Balanced Representations Ioana Bica Ahmed Alaa James Jordon M. Schaar BDL CML 11 180 0 10 Feb 2020
A deep-learning view of chemical space designed to facilitate drug discovery P. Maragakis Hunter M. Nisonoff B. Cole D. Shaw 44 28 0 07 Feb 2020
Learning Multi-instrument Classification with Partial Labels Amir Kenarsari-Anhari 9 3 0 24 Jan 2020
Deep Bayesian Network for Visual Question Generation Badri N. Patro V. Kurmi Sandeep Kumar Vinay P. Namboodiri BDL 17 19 0 23 Jan 2020
Single headed attention based sequence-to-sequence model for state-of-the-art results on Switchboard Zoltán Tüske G. Saon Kartik Audhkhasi Brian Kingsbury BDL 23 68 0 20 Jan 2020
Delving Deeper into the Decoder for Video Captioning Haoran Chen Jianmin Li Xiaolin Hu 43 34 0 16 Jan 2020
A Continuous Space Neural Language Model for Bengali Language Hemayet Ahmed Chowdhury Md. Azizul Haque Imon Anisur Rahman Aisha Khatun Md. Saiful Islam 17 2 0 11 Jan 2020
LTP: A New Active Learning Strategy for CRF-Based Named Entity Recognition Mingyi Liu Zhiying Tu Tong Zhang Xiaofei Xu Zhongjie Wang 21 33 0 08 Jan 2020
Graduate Employment Prediction with Bias Teng Guo Feng Xia Shi Zhen Xiaomei Bai Dongyu Zhang Zitao Liu Jiliang Tang 40 26 0 27 Dec 2019
Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting Bryan Lim Sercan Ö. Arik Nicolas Loeff Tomas Pfister AI4TS 66 1,415 0 19 Dec 2019
Enhancing streamflow forecast and extracting insights using long-short term memory networks with data integration at continental scales D. Feng K. Fang Chaopeng Shen AI4TS 26 274 0 18 Dec 2019
Domain-independent Dominance of Adaptive Methods Pedro H. P. Savarese David A. McAllester Sudarshan Babu Michael Maire ODL 16 22 0 04 Dec 2019
Image segmentation of liver stage malaria infection with spatial uncertainty sampling A. Soleimany Harini Suresh Jose Javier Gonzalez Ortiz Divya Shanmugam N. Gural John Guttag S. Bhatia 6 4 0 30 Nov 2019
AutoShrink: A Topology-aware NAS for Discovering Efficient Neural Architecture Tunhou Zhang Hsin-Pai Cheng Zhenwen Li Feng Yan Chengyu Huang H. Li Yiran Chen 8 9 0 21 Nov 2019
AssemblyNet: A large ensemble of CNNs for 3D Whole Brain MRI Segmentation Pierrick Coupé Boris Mansencal Michael Clement Rémi Giraud B. D. D. Senneville T. Thong Vincent Lepetit J. V. Manjón 33 111 0 20 Nov 2019
Controlling Neural Machine Translation Formality with Synthetic Supervision Xing Niu Marine Carpuat 36 35 0 20 Nov 2019
Thick-Net: Parallel Network Structure for Sequential Modeling Yu-Xuan Li Jin-Yuan Liu Liang Li Xiang Guan 16 0 0 19 Nov 2019
RotationOut as a Regularization Method for Neural Network Kaiqin Hu Barnabás Póczós 28 1 0 18 Nov 2019
A Subword Level Language Model for Bangla Language Aisha Khatun Anisur Rahman Hemayet Ahmed Chowdhury Md. Saiful Islam A. Tasnim 15 4 0 15 Nov 2019
Exploiting Token and Path-based Representations of Code for Identifying Security-Relevant Commits Achyudh Ram Ji Xin M. Nagappan Yaoliang Yu Rocío Cabrera Lozoya A. Sabetta Jimmy J. Lin 27 3 0 15 Nov 2019
Modelling EHR timeseries by restricting feature interaction Kun Zhang Yuan Xue Gerardo Flores A. Rajkomar Claire Cui Andrew M. Dai 17 5 0 14 Nov 2019
A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role Labeling Qingrong Xia Zhenghua Li Min Zhang 28 17 0 12 Nov 2019
Fault Detection and Identification using Bayesian Recurrent Neural Networks Weike Sun António R. C. Paiva Peng Xu Anantha Sundaram R. D. Braatz BDL 17 102 0 11 Nov 2019
RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers Bailin Wang Richard Shin Xiaodong Liu Oleksandr Polozov Matthew Richardson 11 571 0 10 Nov 2019
Optimizing Millions of Hyperparameters by Implicit Differentiation Jonathan Lorraine Paul Vicol David Duvenaud DD 27 403 0 06 Nov 2019
Active $^2$ Learning: Actively reducing redundancies in Active Learning methods for Sequence Tagging and Machine Translation Rishi Hazra Parag Dutta Shubham Gupta Mohammed Abdul Qaathir Ambedkar Dukkipati VLM 27 0 0 01 Nov 2019
Understand customer reviews with less data and in short time: pretrained language representation and active learning Yanwei Cui Xavier Illy VLM 14 1 0 29 Oct 2019
Generative Well-intentioned Networks J. Cosentino Jun Zhu AI4CE 17 2 0 28 Oct 2019
Analyzing ASR pretraining for low-resource speech-to-text translation Mihaela C. Stoian Sameer Bansal Sharon Goldwater 11 63 0 23 Oct 2019
Automatic Post-Editing for Machine Translation Rajen Chatterjee 17 8 0 18 Oct 2019
Prediction-based Resource Allocation using Bayesian Neural Networks and Minimum Cost and Maximum Flow Algorithm Gyunam Park Minseok Song AI4TS 19 0 0 11 Oct 2019
Deep Independently Recurrent Neural Network (IndRNN) Shuai Li Wanqing Li Chris Cook Yanbo Gao 23 50 0 11 Oct 2019
CHD:Consecutive Horizontal Dropout for Human Gait Feature Extraction Chengtao Cai Yueyuan Zhou Yanming Wang CVBM 6 3 0 11 Oct 2019
Probabilistic Rollouts for Learning Curve Extrapolation Across Hyperparameter Settings Matilde Gargiani Aaron Klein Stefan Falkner Frank Hutter BDL 17 9 0 10 Oct 2019
Backpropagation Algorithms and Reservoir Computing in Recurrent Neural Networks for the Forecasting of Complex Spatiotemporal Dynamics Pantelis R. Vlachas Jaideep Pathak Brian R. Hunt T. Sapsis M. Girvan Edward Ott Petros Koumoutsakos AI4TS 19 384 0 09 Oct 2019
Modeling Confidence in Sequence-to-Sequence Models Jenna Kanerva Riina Kekki 9 11 0 04 Oct 2019
Action Anticipation for Collaborative Environments: The Impact of Contextual Information and Uncertainty-Based Prediction Clebeson Canuto dos Santos Plinio Moreno J. L. A. Samatelo R. Vassallo J. Santos-Victor 22 7 0 01 Oct 2019
Regressing Word and Sentence Embeddings for Regularization of Neural Machine Translation Inigo Jauregi Unanue E. Z. Borzeshi Massimo Piccardi AI4TS 38 0 0 30 Sep 2019
FreeLB: Enhanced Adversarial Training for Natural Language Understanding Chen Zhu Yu Cheng Zhe Gan S. Sun Tom Goldstein Jingjing Liu AAML 232 438 0 25 Sep 2019
ASNI: Adaptive Structured Noise Injection for shallow and deep neural networks Beyrem Khalfaoui Joseph Boyd Jean-Philippe Vert 30 3 0 21 Sep 2019
Graph Convolutions over Constituent Trees for Syntax-Aware Semantic Role Labeling Diego Marcheggiani Ivan Titov GNN 14 39 0 21 Sep 2019
A Critical Analysis of Biased Parsers in Unsupervised Parsing Chris Dyer Gábor Melis Phil Blunsom 12 23 0 20 Sep 2019
Prediction Uncertainty Estimation for Hate Speech Classification Kristian Miok Dong Nguyen Doan Blaž Škrlj D. Zaharie Marko Robnik-Šikonja 11 20 0 16 Sep 2019
Dynamic survival prediction in intensive care units from heterogeneous time series without the need for variable selection or pre-processing J. Deasy Pietro Lio A. Ercole 24 2 0 13 Sep 2019
Reinforcement Learning for Portfolio Management Angelos Filos 22 35 0 12 Sep 2019
Probabilistic framework for solving Visual Dialog Badri N. Patro Anupriy Vinay P. Namboodiri BDL 30 13 0 11 Sep 2019
Semantic Role Labeling with Iterative Structure Refinement Chunchuan Lyu Shay B. Cohen Ivan Titov OffRL 21 21 0 07 Sep 2019
Improved Hierarchical Patient Classification with Language Model Pretraining over Clinical Notes Jonas Kemp A. Rajkomar Andrew M. Dai 32 10 0 06 Sep 2019
Automated Polysomnography Analysis for Detection of Non-Apneic and Non-Hypopneic Arousals using Feature Engineering and a Bidirectional LSTM Network Ali Bahrami Rad M. Zabihi Zheng Zhao Moncef Gabbouj Aggelos K. Katsaggelos Simo Särkkä 24 6 0 06 Sep 2019