Recurrent Neural Networks

Recurrent Neural Networks is a type of neural network architecture characterized by directed cycles in its connections, enabling the model to maintain an internal state that captures temporal dynamics and process sequences of variable length through recursive application of shared parameters over time steps.

10.2K

Publications

Citations

26.3K

Authors

4.5K

Institutions

Publications per year

2017–2026

6.5K

Variants

Recurrent Neural NetworkRecurrent Neural Network ModelsRnnRnn ModelsRnns

Parents

Deep LearningNeural ModelingNeural NetworksOptical Character RecognitionPrediction Of Traffic ParticipantsSequence Pattern RecognitionSession-based RecommendationTime Series ForecastingTime Series Prediction

Publications

10.2K

Long Short-Term Memory

Sepp Hochreiter, Jürgen Schmidhuber · Neural Computation · 1997 · 98.1K citations

Computing, Computer Science, Algorithms +16

Finding Structure in Time

Jeffrey L. Elman · Cognitive Science · 1990 · 10.8K citations

Social Sciences, Computer Science, Psychology +16

Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Jun‐Young Chung, Çağlar Gülçehre, Kyunghyun Cho et al. · arXiv (Cornell University) · 2014 · 10.8K citations · Full text

Computing, Data Science, Machine Learning +13

Bidirectional recurrent neural networks

Mike Schuster, Kuldip K. Paliwal · IEEE Transactions on Signal Processing · 1997 · 10K citations

Computing, Computer Science, Computational Linguistics +12

Speech recognition with deep recurrent neural networks

Alex Graves, Abdelrahman Mohamed, Geoffrey E. Hinton · 2013 · 8.8K citations

Computing, Computer Science, Computer Vision +16

1–5 of 10.2K

Authors

26.3K

JW
Jun Wang
Chinese University of Hong Kong, Hong Kong SAR China
124 publications · 13.5K citations
67
h-index
YB
Yoshua Bengio
Université de Montréal, Canada
82 publications · 39.3K citations
45
h-index
JS
Jürgen Schmidhuber
Dalle Molle Institute for Artificial Intelligence Research, Switzerland
39 publications · 125.1K citations
34
h-index
JC
Jinde Cao
Southeast University, China
38 publications · 3.9K citations
32
h-index
CL
C. Lee Giles
Pennsylvania State University, United States
49 publications · 4.5K citations
31
h-index

1–5 of 26.3K

Institutions

4.5K

1–8 of 4.5K

Venues

arXiv (Cornell University)
Repository · 1K publications · 118.5K citations
143
h-index
IEEE Transactions on Neural Networks
195 publications · 42K citations
84
h-index
IEEE Transactions on Neural Networks and Learning Systems
158 publications · 21K citations
72
h-index
IEEE Access
257 publications · 22.1K citations
71
h-index
Neural Computation
132 publications · 124.9K citations
59
h-index

1–5