Paper2014
Sequence to Sequence Learning
Sutskever, Vinyals & Le
Encoder-decoder architecture for mapping sequences to sequences
RNNs
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Paper2018
Relational Recurrent Neural Networks
Santoro et al.
RNNs with relational memory that enables reasoning across time
Paper2015
Deep Speech 2: End-to-End Speech Recognition
Amodei et al.
Scaling up end-to-end speech recognition with RNNs and CTC
Blog2015
The Unreasonable Effectiveness of Recurrent Neural Networks
Andrej Karpathy
Andrej Karpathy's influential blog post demonstrating RNN capabilities through character-level generation
Blog2015
Understanding LSTM Networks
Chris Olah
Christopher Olah's visual guide to Long Short-Term Memory networks
Paper2014
Recurrent Neural Network Regularization
Zaremba, Sutskever & Vinyals
How to apply dropout to LSTMs without disrupting memory dynamics