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.