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	4846
GRU Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation	2014	549
ConvLSTM Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting	2015	119
Mamba Mamba: Linear-Time Sequence Modeling with Selective State Spaces	2023	112
Pointer Network Pointer Networks	2015	104
BiGRU	2014	90
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	10
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
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
mLSTM Multiplicative LSTM for sequence modelling	2016	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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