Recurrent Neural Networks

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Sequential • 41 methods

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1 Bidirectional Recurrent Neural Networks

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Method	Year	Papers
LSTM	1997	4935
GRU Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation	2014	566
Mamba Mamba: Linear-Time Sequence Modeling with Selective State Spaces	2023	217
ConvLSTM Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting	2015	119
Pointer Network Pointer Networks	2015	105
BiGRU	2014	92
Residual GRU Full Resolution Image Compression with Recurrent Neural Networks	2016	63
AWD-LSTM Regularizing and Optimizing LSTM Language Models	2017	48
WaveRNN Efficient Neural Audio Synthesis	2018	26
CNN BiLSTM Named Entity Recognition with Bidirectional LSTM-CNNs	2015	22
Neural Turing Machine Neural Turing Machines	2014	21
SRU Simple Recurrent Units for Highly Parallelizable Recurrence	2017	16
QRNN Quasi-Recurrent Neural Networks	2016	14
SNAIL A Simple Neural Attentive Meta-Learner	2017	11
LMU Legendre Memory Units: Continuous-Time Representation in Recurrent Neural Networks	2019	7
UORO Unbiased Online Recurrent Optimization	2017	6
CRF-RNN Conditional Random Fields as Recurrent Neural Networks	2015	4
Hopfield Layer Hopfield Networks is All You Need	2020	3
Unitary RNN Unitary Evolution Recurrent Neural Networks	2015	3
ERU ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network	2018	3
CGRU Delving Deeper into Convolutional Networks for Learning Video Representations	2015	2
SHA-RNN Single Headed Attention RNN: Stop Thinking With Your Head	2019	2
U-RNNs Asymmetrical Bi-RNN for pedestrian trajectory encoding	2021	2
mLSTM Multiplicative LSTM for sequence modelling	2016	2
RBPN Recurrent Back-Projection Network for Video Super-Resolution	2019	2
GRIN	2000	2
Mogrifier LSTM Mogrifier LSTM	2019	2
SRU++ When Attention Meets Fast Recurrence: Training Language Models with Reduced Compute	2021	2
AdaRNN AdaRNN: Adaptive Learning and Forecasting of Time Series	2021	1
Deep LSTM Reader Teaching Machines to Read and Comprehend	2015	1
TSRUp Transformation-based Adversarial Video Prediction on Large-Scale Data	2020	1
Pointer Sentinel-LSTM Pointer Sentinel Mixture Models	2016	1
Associative LSTM Associative Long Short-Term Memory	2016	1
TSRUs Transformation-based Adversarial Video Prediction on Large-Scale Data	2020	1
mRNN	2011	1
rTPNN Recurrent Trend Predictive Neural Network for Multi-Sensor Fire Detection	2021	1
TSRUc Transformation-based Adversarial Video Prediction on Large-Scale Data	2020	1

Recurrent Neural Networks Edit

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Recurrent Neural Networks

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