与LSTM有关的论文总览

在学习LSTM的时候，查阅了很多论文，将其分类整理于此，便于一些新学习LSTM的人据此寻找自己需要的论文。
（都是一些经典论文，不包含前沿论文）

1、序列预测问题

• Sequence on Wikipedia.
• On Prediction Using Variable Order Markov Models, 2004.
• Sequence Learning: From Recognition and Prediction to Sequential Decision Making, 2001.
• Chapter 14, Discrete Sequence Classification, Data Classification: Algorithms and Applications, 2015.。
• Generating Sequences With Recurrent Neural Networks, 2013.
• Show and Tell: A Neural Image Caption Generator, 2015.
• Multi-task Sequence to Sequence Learning, 2016.
• Sequence to Sequence Learning with Neural Networks, 2014.
• Recursive and direct multi-step forecasting: the best of both worlds, 2012.

2、MLPs用于序列预测

• Neural Networks for Time Series Processing, 1996.
• Sequence to Sequence Learning with Neural Networks, 2014.

3、RNNs系列

• Long Short-Term Memory Recurrent Neural Network Architectures for Large Scale Acoustic Modeling, 2014.
• Applying LSTM to Time Series Predictable through Time-Window Approaches, 2001.
• Long Short Term Memory Networks for Anomaly Detection in Time Series, 2015.
• Learning Long-Term Dependencies with Gradient Descent is Dicult, 1994.
• On the diculty of training Recurrent Neural Networks, 2013.

4、LSTMs系列

• Long Short-Term Memory, 1997. Learning to forget: Continual prediction with LSTM, 2000.
• A Novel Connectionist System for Unconstrained Handwriting Recognition, 2009.
• Framewise Phoneme Classification with Bidirectional LSTM and Other Neural Network Architectures, 2005.

5、LSTM的应用

• Show and Tell: A Neural Image Caption Generator, 2014.
• Sequence to Sequence Learning with Neural Networks, 2014.
• Generating Sequences With Recurrent Neural Networks, 2014.

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