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 / 431 papers shown

Title
A General Framework for Information Extraction using Dynamic Span Graphs Yi Luan David Wadden Luheng He A. Shah Mari Ostendorf Hannaneh Hajishirzi 14 314 0 05 Apr 2019
Alternative Weighting Schemes for ELMo Embeddings Nils Reimers Iryna Gurevych 6 21 0 05 Apr 2019
Minimum Uncertainty Based Detection of Adversaries in Deep Neural Networks Fatemeh Sheikholeslami Swayambhoo Jain G. Giannakis AAML 22 25 0 05 Apr 2019
Cross-lingual transfer learning for spoken language understanding Q. Do Judith Gaspers 32 20 0 03 Apr 2019
The Impact of Extraneous Variables on the Performance of Recurrent Neural Network Models in Clinical Tasks Eugene Laksana M. Aczon L. Ho Cameron Carlin D. Ledbetter R. Wetzel 17 2 0 01 Apr 2019
Conversation Model Fine-Tuning for Classifying Client Utterances in Counseling Dialogues Sungjoon Park Donghyun Kim Alice Oh 12 14 0 31 Mar 2019
Improving Lemmatization of Non-Standard Languages with Joint Learning Enrique Manjavacas Ákos Kádár M. Kestemont 14 48 0 16 Mar 2019
Character Eyes: Seeing Language through Character-Level Taggers Yuval Pinter Marc Marone Jacob Eisenstein 19 7 0 12 Mar 2019
Self-Tuning Networks: Bilevel Optimization of Hyperparameters using Structured Best-Response Functions M. Mackay Paul Vicol Jonathan Lorraine David Duvenaud Roger C. Grosse 27 164 0 07 Mar 2019
Robust and Subject-Independent Driving Manoeuvre Anticipation through Domain-Adversarial Recurrent Neural Networks Michele Tonutti E. Ruffaldi A. Cattaneo C. Avizzano TTA OOD 11 29 0 26 Feb 2019
STFNets: Learning Sensing Signals from the Time-Frequency Perspective with Short-Time Fourier Neural Networks Shuochao Yao Ailing Piao Wenjun Jiang Yiran Zhao Huajie Shao ... Tianshi Wang Shaohan Hu Lu Su Jiawei Han Tarek F. Abdelzaher AI4TS 30 78 0 21 Feb 2019
Learning Dual Retrieval Module for Semi-supervised Relation Extraction Hongtao Lin Jun Yan Meng Qu Xiang Ren 8 60 0 20 Feb 2019
Where Do Human Heuristics Come From? Marcel Binz Dominik M. Endres 16 0 0 20 Feb 2019
Compression of Recurrent Neural Networks for Efficient Language Modeling Artem M. Grachev D. Ignatov Andrey V. Savchenko 15 39 0 06 Feb 2019
Optimal Nonparametric Inference via Deep Neural Network Ruiqi Liu B. Boukai Zuofeng Shang 20 18 0 05 Feb 2019
Time Series Deconfounder: Estimating Treatment Effects over Time in the Presence of Hidden Confounders Ioana Bica Ahmed Alaa M. Schaar BDL CML AI4TS 19 111 0 01 Feb 2019
Variational Smoothing in Recurrent Neural Network Language Models Lingpeng Kong Gábor Melis Wang Ling Lei Yu Dani Yogatama 21 3 0 27 Jan 2019
State-Regularized Recurrent Neural Networks Cheng Wang Mathias Niepert 18 39 0 25 Jan 2019
Learning Global Pairwise Interactions with Bayesian Neural Networks Tianyu Cui Pekka Marttinen Samuel Kaski BDL 13 17 0 24 Jan 2019
Error-Correcting Neural Sequence Prediction James OÑeill Danushka Bollegala 23 1 0 21 Jan 2019
Applying SVGD to Bayesian Neural Networks for Cyclical Time-Series Prediction and Inference Xinyu Hu Paul A. Szerlip Theofanis Karaletsos Rohit Singh BDL AI4TS 13 5 0 17 Jan 2019
Dependency or Span, End-to-End Uniform Semantic Role Labeling Z. Li Shexia He Zhao Hai Yiqing Zhang Zhuosheng Zhang Xi Zhou Xiang Zhou LRM 31 97 0 16 Jan 2019
Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context Zihang Dai Zhilin Yang Yiming Yang J. Carbonell Quoc V. Le Ruslan Salakhutdinov VLM 38 3,679 0 09 Jan 2019
Team EP at TAC 2018: Automating data extraction in systematic reviews of environmental agents Artur Jacek Nowak P. Kunstman 11 2 0 07 Jan 2019
AIR5: Five Pillars of Artificial Intelligence Research Yew-Soon Ong Abhishek Gupta 11 29 0 30 Dec 2018
Intent Detection and Slots Prompt in a Closed-Domain Chatbot Amber Nigam Prashik Sahare Kushagra Pandya 11 19 0 27 Dec 2018
Using an Ancillary Neural Network to Capture Weekends and Holidays in an Adjoint Neural Network Architecture for Intelligent Building Management Zhicheng Ding Mehmet Kerem Turkcan A. Boulanger 11 3 0 26 Dec 2018
Dropout Regularization in Hierarchical Mixture of Experts Ozan Irsoy Ethem Alpaydin BDL 20 15 0 25 Dec 2018
Supervised Domain Enablement Attention for Personalized Domain Classification Joo-Kyung Kim Young-Bum Kim 33 10 0 18 Dec 2018
A Tutorial on Deep Latent Variable Models of Natural Language Yoon Kim Sam Wiseman Alexander M. Rush BDL VLM 30 42 0 17 Dec 2018
What's to know? Uncertainty as a Guide to Asking Goal-oriented Questions Ehsan Abbasnejad Qi Wu Javen Qinfeng Shi Anton Van Den Hengel 19 20 0 16 Dec 2018
Deep Factors with Gaussian Processes for Forecasting Danielle C. Maddix Bernie Wang Alex Smola BDL UQCV AI4TS 27 41 0 30 Nov 2018
ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network Sachin Mehta Mohammad Rastegari Linda G. Shapiro Hannaneh Hajishirzi VLM 29 392 0 28 Nov 2018
From Recognition to Cognition: Visual Commonsense Reasoning Rowan Zellers Yonatan Bisk Ali Farhadi Yejin Choi LRM BDL OCL ReLM 58 867 0 27 Nov 2018
Combining neural and knowledge-based approaches to Named Entity Recognition in Polish Slawomir Dadas 25 6 0 26 Nov 2018
Quantifying Uncertainties in Natural Language Processing Tasks Yijun Xiao William Yang Wang UQCV BDL 32 142 0 18 Nov 2018
Long Short-Term Memory with Dynamic Skip Connections Tao Gui Qi Zhang Lujun Zhao Y. Lin Minlong Peng Jingjing Gong Xuanjing Huang 35 27 0 09 Nov 2018
Benchmarking Deep Sequential Models on Volatility Predictions for Financial Time Series Qiang Zhang Kyle Birkeland Yaodong Yang Y. Liu 30 9 0 08 Nov 2018
Active Learning using Deep Bayesian Networks for Surgical Workflow Analysis S. Bodenstedt Dominik Rivoir L. Mündermann M. Wagner Michael Breucha Beat Müller-Stich S. T. Mees Jürgen Weitz Stefanie Speidel 20 45 0 08 Nov 2018
Learning to Compose Topic-Aware Mixture of Experts for Zero-Shot Video Captioning Yoonchang Sung Jiawei Wu Da Zhang Yu-Chuan Su Pratap Tokekar 29 38 0 07 Nov 2018
DeepConv-DTI: Prediction of drug-target interactions via deep learning with convolution on protein sequences Xuesu Xiao Jongsoo Keum Mohamed Suhail 19 411 0 06 Nov 2018
Bi-Directional Differentiable Input Reconstruction for Low-Resource Neural Machine Translation Xing Niu Weijia Xu Marine Carpuat 19 17 0 02 Nov 2018
Language Modeling for Code-Switching: Evaluation, Integration of Monolingual Data, and Discriminative Training Hila Gonen Yoav Goldberg 19 31 0 28 Oct 2018
Clinical Concept Extraction with Contextual Word Embedding Henghui Zhu I. Paschalidis A. Tahmasebi 21 76 0 24 Oct 2018
Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks Songlin Yang Shawn Tan Alessandro Sordoni Aaron Courville 32 323 0 22 Oct 2018
Evolutionary Stochastic Gradient Descent for Optimization of Deep Neural Networks Xiaodong Cui Wei Zhang Zoltán Tüske M. Picheny ODL 16 89 0 16 Oct 2018
Trellis Networks for Sequence Modeling Shaojie Bai J. Zico Kolter V. Koltun 25 145 0 15 Oct 2018
An ETF view of Dropout regularization Dor Bank Raja Giryes 8 4 0 14 Oct 2018
Persistence pays off: Paying Attention to What the LSTM Gating Mechanism Persists Giancarlo D. Salton John D. Kelleher KELM RALM 26 6 0 10 Oct 2018
Quantifying total uncertainty in physics-informed neural networks for solving forward and inverse stochastic problems Dongkun Zhang Lu Lu Ling Guo George Karniadakis UQCV 27 399 0 21 Sep 2018