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A Critical Review of Recurrent Neural Networks for Sequence Learning

A Critical Review of Recurrent Neural Networks for Sequence Learning

29 May 2015
Zachary Chase Lipton
John Berkowitz
Charles Elkan
ArXivPDFHTML

Papers citing "A Critical Review of Recurrent Neural Networks for Sequence Learning"

50 / 139 papers shown
Title
Credit Card Fraud Detection using Machine Learning: A Study
Credit Card Fraud Detection using Machine Learning: A Study
Pooja Tiwari
Simran Mehta
Nishtha Sakhuja
Jitendra Kumar
Ashutosh Kumar Singh
8
43
0
23 Aug 2021
Deep Sequence Modeling: Development and Applications in Asset Pricing
Deep Sequence Modeling: Development and Applications in Asset Pricing
Lingbo Cong
Ke Tang
Jingyuan Wang
Yang Zhang
24
15
0
20 Aug 2021
Efficient recurrent neural network methods for anomalously diffusing
  single particle short and noisy trajectories
Efficient recurrent neural network methods for anomalously diffusing single particle short and noisy trajectories
Òscar Garibo i Orts
M. Garcia-March
J. A. Conejero
26
17
0
05 Aug 2021
An Overview and Experimental Study of Learning-based Optimization
  Algorithms for Vehicle Routing Problem
An Overview and Experimental Study of Learning-based Optimization Algorithms for Vehicle Routing Problem
Bingjie Li
Guohua Wu
Yongming He
Mingfeng Fan
Witold Pedrycz
64
67
0
15 Jul 2021
Core Challenges in Embodied Vision-Language Planning
Core Challenges in Embodied Vision-Language Planning
Jonathan M Francis
Nariaki Kitamura
Felix Labelle
Xiaopeng Lu
Ingrid Navarro
Jean Oh
LM&Ro
47
45
0
26 Jun 2021
Pruning Edges and Gradients to Learn Hypergraphs from Larger Sets
Pruning Edges and Gradients to Learn Hypergraphs from Larger Sets
David W. Zhang
Gertjan J. Burghouts
Cees G. M. Snoek
37
4
0
26 Jun 2021
OadTR: Online Action Detection with Transformers
OadTR: Online Action Detection with Transformers
Xiang Wang
Shiwei Zhang
Zhiwu Qing
Yuanjie Shao
Zhe Zuo
Changxin Gao
Nong Sang
OffRL
ViT
34
109
0
21 Jun 2021
Deep Probabilistic Time Series Forecasting using Augmented Recurrent
  Input for Dynamic Systems
Deep Probabilistic Time Series Forecasting using Augmented Recurrent Input for Dynamic Systems
Haitao Liu
Changjun Liu
Xiaomo Jiang
Xudong Chen
Shuhua Yang
Xiaofang Wang
BDL
AI4TS
44
2
0
03 Jun 2021
Recent Advances in Deep Learning Based Dialogue Systems: A Systematic
  Survey
Recent Advances in Deep Learning Based Dialogue Systems: A Systematic Survey
Jinjie Ni
Tom Young
Vlad Pandelea
Fuzhao Xue
Min Zhang
54
268
0
10 May 2021
Data-driven control of room temperature and bidirectional EV charging
  using deep reinforcement learning: simulations and experiments
Data-driven control of room temperature and bidirectional EV charging using deep reinforcement learning: simulations and experiments
B. Svetozarevic
C. Baumann
S. Muntwiler
L. Di Natale
Melanie Zeilinger
Philipp Heer
AI4CE
14
34
0
02 Mar 2021
A microservice-based framework for exploring data selection in
  cross-building knowledge transfer
A microservice-based framework for exploring data selection in cross-building knowledge transfer
Mouna Labiadh
C. Obrecht
Catarina Ferreira da Silva
P. Ghodous
23
4
0
23 Feb 2021
A Survey on Deep Reinforcement Learning for Audio-Based Applications
A Survey on Deep Reinforcement Learning for Audio-Based Applications
S. Latif
Heriberto Cuayáhuitl
Farrukh Pervez
Fahad Shamshad
Hafiz Shehbaz Ali
Min Zhang
OffRL
47
73
0
01 Jan 2021
Memory-Gated Recurrent Networks
Memory-Gated Recurrent Networks
Yaquan Zhang
Qi Wu
Nanbo Peng
Min Dai
Jing Zhang
Hu Wang
BDL
AI4TS
22
7
0
24 Dec 2020
Multi-frame Feature Aggregation for Real-time Instrument Segmentation in
  Endoscopic Video
Multi-frame Feature Aggregation for Real-time Instrument Segmentation in Endoscopic Video
Shan Lin
Fangbo Qin
Haonan Peng
Randall Bly
K. Moe
Blake Hannaford
29
18
0
17 Nov 2020
Listening to Sounds of Silence for Speech Denoising
Listening to Sounds of Silence for Speech Denoising
Ruilin Xu
Rundi Wu
Y. Ishiwaka
Carl Vondrick
Changxi Zheng
28
32
0
22 Oct 2020
TextMage: The Automated Bangla Caption Generator Based On Deep Learning
TextMage: The Automated Bangla Caption Generator Based On Deep Learning
Abrar Hasin Kamal
Md Asifuzzaman Jishan
N. Mansoor
VLM
8
17
0
15 Oct 2020
Distillation of Weighted Automata from Recurrent Neural Networks using a
  Spectral Approach
Distillation of Weighted Automata from Recurrent Neural Networks using a Spectral Approach
Rémi Eyraud
Stéphane Ayache
24
16
0
28 Sep 2020
Review: Deep Learning in Electron Microscopy
Review: Deep Learning in Electron Microscopy
Jeffrey M. Ede
34
79
0
17 Sep 2020
Leveraging Multi-level Dependency of Relational Sequences for Social
  Spammer Detection
Leveraging Multi-level Dependency of Relational Sequences for Social Spammer Detection
J. Yin
Q. Li
S. Liu
Zhiang Wu
Guandong Xu
10
17
0
14 Sep 2020
A Deep Prediction Network for Understanding Advertiser Intent and
  Satisfaction
A Deep Prediction Network for Understanding Advertiser Intent and Satisfaction
Liyi Guo
Rui Lu
Haoqi Zhang
Junqi Jin
Zhenzhe Zheng
...
Haiyang Xu
Han Li
Wen-kai Lu
Jian Xu
Kun Gai
18
12
0
20 Aug 2020
Uncertainty-based Traffic Accident Anticipation with Spatio-Temporal
  Relational Learning
Uncertainty-based Traffic Accident Anticipation with Spatio-Temporal Relational Learning
Wentao Bao
Qi Yu
Yu Kong
27
132
0
01 Aug 2020
Statistical Downscaling of Temperature Distributions from the Synoptic
  Scale to the Mesoscale Using Deep Convolutional Neural Networks
Statistical Downscaling of Temperature Distributions from the Synoptic Scale to the Mesoscale Using Deep Convolutional Neural Networks
T. Sekiyama
AI4Cl
16
8
0
20 Jul 2020
Beyond Graph Neural Networks with Lifted Relational Neural Networks
Beyond Graph Neural Networks with Lifted Relational Neural Networks
Gustav Sourek
F. Železný
Ondrej Kuzelka
NAI
41
17
0
13 Jul 2020
Deep Learning modeling of Limit Order Book: a comparative perspective
Deep Learning modeling of Limit Order Book: a comparative perspective
Antonio Briola
J. Turiel
T. Aste
26
24
0
12 Jul 2020
COLREG-Compliant Collision Avoidance for Unmanned Surface Vehicle using
  Deep Reinforcement Learning
COLREG-Compliant Collision Avoidance for Unmanned Surface Vehicle using Deep Reinforcement Learning
Eivind Meyer
Amalie Heiberg
Adil Rasheed
Omer San
35
74
0
16 Jun 2020
A Survey of Machine Learning Methods and Challenges for Windows Malware
  Classification
A Survey of Machine Learning Methods and Challenges for Windows Malware Classification
Edward Raff
Charles K. Nicholas
AAML
29
54
0
15 Jun 2020
Deep Learning for Change Detection in Remote Sensing Images:
  Comprehensive Review and Meta-Analysis
Deep Learning for Change Detection in Remote Sensing Images: Comprehensive Review and Meta-Analysis
Lazhar Khelifi
M. Mignotte
31
259
0
10 Jun 2020
Hidden Markov Chains, Entropic Forward-Backward, and Part-Of-Speech
  Tagging
Hidden Markov Chains, Entropic Forward-Backward, and Part-Of-Speech Tagging
E. Azeraf
E. Monfrini
Emmanuel Vignon
W. Pieczynski
BDL
24
9
0
21 May 2020
Greenhouse Gas Emission Prediction on Road Network using Deep Sequence
  Learning
Greenhouse Gas Emission Prediction on Road Network using Deep Sequence Learning
Lama Alfaseeh
R. Tu
Bilal Farooq
M. Hatzopoulou
26
46
0
16 Apr 2020
Predicting rice blast disease: machine learning versus process based
  models
Predicting rice blast disease: machine learning versus process based models
D. Nettleton
D. Katsantonis
Argyris Kalaitzidis
Natasa Sarafijanovic-Djukic
Pau Puigdollers
R. Confalonieri
11
46
0
03 Apr 2020
DETECT: Deep Trajectory Clustering for Mobility-Behavior Analysis
DETECT: Deep Trajectory Clustering for Mobility-Behavior Analysis
Mingxuan Yue
Yaguang Li
Haoze Yang
Ritesh Ahuja
Yao-Yi Chiang
Cyrus Shahabi
13
32
0
03 Mar 2020
Natural Language Processing Advancements By Deep Learning: A Survey
Natural Language Processing Advancements By Deep Learning: A Survey
A. Torfi
Rouzbeh A. Shirvani
Yaser Keneshloo
Nader Tavvaf
Edward A. Fox
AI4CE
VLM
83
215
0
02 Mar 2020
A Survey of Deep Learning Techniques for Neural Machine Translation
A Survey of Deep Learning Techniques for Neural Machine Translation
Shu Yang
Yuxin Wang
Xiaowen Chu
VLM
AI4TS
AI4CE
22
138
0
18 Feb 2020
Scalable End-to-end Recurrent Neural Network for Variable star
  classification
Scalable End-to-end Recurrent Neural Network for Variable star classification
I. Becker
K. Pichara
M. Catelán
P. Protopapas
Carlos Aguirre
Fatemeh Nikzat
23
28
0
03 Feb 2020
Understanding and mitigating gradient pathologies in physics-informed
  neural networks
Understanding and mitigating gradient pathologies in physics-informed neural networks
Sizhuang He
Yujun Teng
P. Perdikaris
AI4CE
PINN
35
291
0
13 Jan 2020
Neural Dynamics on Complex Networks
Neural Dynamics on Complex Networks
Chengxi Zang
Fei Wang
AI4CE
35
68
0
18 Aug 2019
Survey on Deep Neural Networks in Speech and Vision Systems
Survey on Deep Neural Networks in Speech and Vision Systems
M. Alam
Manar D. Samad
Lasitha Vidyaratne
Alexander M. Glandon
Khan M. Iftekharuddin
3DV
VLM
AI4TS
34
205
0
16 Aug 2019
LSTM vs. GRU vs. Bidirectional RNN for script generation
LSTM vs. GRU vs. Bidirectional RNN for script generation
Sanidhya Mangal
Poorva Joshi
Rahul Modak
19
37
0
12 Aug 2019
LSTM Based Music Generation System
LSTM Based Music Generation System
Sanidhya Mangal
Rahul Modak
Poorva Joshi
MGen
19
39
0
02 Aug 2019
Recurrent Neural Networks: An Embedded Computing Perspective
Recurrent Neural Networks: An Embedded Computing Perspective
Nesma M. Rezk
M. Purnaprajna
Tomas Nordstrom
Z. Ul-Abdin
40
81
0
23 Jul 2019
Interpretable and Steerable Sequence Learning via Prototypes
Interpretable and Steerable Sequence Learning via Prototypes
Yao Ming
Panpan Xu
Huamin Qu
Liu Ren
AI4TS
12
138
0
23 Jul 2019
Improving the Performance of the LSTM and HMM Model via Hybridization
Improving the Performance of the LSTM and HMM Model via Hybridization
Larkin Liu
Yu-Chung Lin
Joshua Reid
22
9
0
09 Jul 2019
Classification of Crop Tolerance to Heat and Drought: A Deep
  Convolutional Neural Networks Approach
Classification of Crop Tolerance to Heat and Drought: A Deep Convolutional Neural Networks Approach
S. Khaki
Zahra Khalilzadeh
Lizhi Wang
11
31
0
02 Jun 2019
Spatial-Spectral Feature Extraction via Deep ConvLSTM Neural Networks
  for Hyperspectral Image Classification
Spatial-Spectral Feature Extraction via Deep ConvLSTM Neural Networks for Hyperspectral Image Classification
Wen-Shuai Hu
Hengchao Li
Lei Pan
Wei Li
R. Tao
Q. Du
27
150
0
09 May 2019
Deep Learning for Audio Signal Processing
Deep Learning for Audio Signal Processing
Hendrik Purwins
Bo-wen Li
Tuomas Virtanen
Jan Schlüter
Shuo-yiin Chang
Tara N. Sainath
VLM
24
586
0
30 Apr 2019
3G structure for image caption generation
3G structure for image caption generation
Aihong Yuan
Xuelong Li
Xiaoqiang Lu
21
34
0
21 Apr 2019
A review on Neural Turing Machine
A review on Neural Turing Machine
Soroor Malekmohamadi Faradonbe
Faramarz Safi Esfahani
AI4CE
24
6
0
10 Apr 2019
Recurrent Neural Networks For Accurate RSSI Indoor Localization
Recurrent Neural Networks For Accurate RSSI Indoor Localization
Minh Tu Hoang
Brosnan Yuen
Xiaodai Dong
Tao Lu
Robert Westendorp
K. Reddy
24
281
0
27 Mar 2019
E-LSTM-D: A Deep Learning Framework for Dynamic Network Link Prediction
E-LSTM-D: A Deep Learning Framework for Dynamic Network Link Prediction
Jinyin Chen
Jian Zhang
Xuanheng Xu
Chenbo Fu
Dan Zhang
Qingpeng Zhang
Qi Xuan
34
142
0
22 Feb 2019
Introducing a Generative Adversarial Network Model for Lagrangian
  Trajectory Simulation
Introducing a Generative Adversarial Network Model for Lagrangian Trajectory Simulation
Jingwei Gan
Pai Liu
R. Chakrabarty
GAN
16
0
0
13 Jan 2019
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