深度学习被高频引用的41篇论文下载（附下载）

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本文为你汇总深度学习相关高引论文。

1 ImageNet Classification with Deep Convolutional Neural Networks

下载地址：http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf

2 Using Very Deep Autoencoders for Content Based Image Retrieval

下载地址：
http://www.cs.toronto.edu/~hinton/absps/esann-deep-final.pdf

3 Learning Deep Architectures for AI

下载地址：
http://www.iro.umontreal.ca/~lisa/pointeurs/TR1312.pdf

4 CMU’s list of papers

下载地址：
http://deeplearning.cs.cmu.edu/

5 Neural Networks for Named Entity Recognition zip

下载地址：
https://nlp.stanford.edu/~socherr/pa4_ner.pdf

6 Geoff Hinton's reading list (all papers)

下载地址：
http://www.cs.toronto.edu/~hinton/deeprefs.html

7 Supervised Sequence Labelling with Recurrent Neural Networks

下载地址：
http://www.cs.toronto.edu/~graves/preprint.pdf

8 Statistical Language Models based on Neural Networks

下载地址：
http://www.fit.vutbr.cz/~imikolov/rnnlm/thesis.pdf

9 Training Recurrent Neural Networks

下载地址：
http://www.cs.utoronto.ca/~ilya/pubs/ilya_sutskever_phd_thesis.pdf

10 Recursive Deep Learning for Natural Language Processing and Computer

下载地址：
Vision https://nlp.stanford.edu/~socherr/thesis.pdf

11 Bi-directional RNN

下载地址：
https://www.di.ufpe.br/~fnj/RNA/bibliografia/BRNN.pdf

12 LSTM

下载地址：
http://web.eecs.utk.edu/~ielhanan/courses/ECE-692/Bobby_paper1.pdf

13 GRU - Gated Recurrent Unit

下载地址：
https://arxiv.org/pdf/1406.1078v3.pdf

14 GFRNN

下载地址：
https://arxiv.org/pdf/1502.02367v3.pdf

15 LSTM: A Search Space Odyssey

下载地址：
https://arxiv.org/pdf/1503.04069v1.pdf

16 A Critical Review of Recurrent Neural Networks for Sequence Learning

下载地址：
https://arxiv.org/pdf/1506.00019v1.pdf

17 Visualizing and Understanding Recurrent Networks

下载地址：
https://arxiv.org/pdf/1506.02078v1.pdf

18 Wojciech Zaremba, Ilya Sutskever, An Empirical Exploration of Recurrent Network Architectures

下载地址：
http://proceedings.mlr.press/v37/jozefowicz15.pdf

19 Recurrent Neural Network based Language Model

下载地址：
http://www.fit.vutbr.cz/research/groups/speech/publi/2010/mikolov_interspeech2010_IS100722.pdf

20 Extensions of Recurrent Neural Network Language Model

下载地址：
http://www.fit.vutbr.cz/research/groups/speech/publi/2011/mikolov_icassp2011_5528.pdf

21 Recurrent Neural Network based Language Modeling in Meeting Recognition

下载地址：
http://www.fit.vutbr.cz/~imikolov/rnnlm/ApplicationOfRNNinMeetingRecognition_IS2011.pdf

22 Deep Neural Networks for Acoustic Modeling in Speech Recognition Speech

下载地址：
http://cs224d.stanford.edu/papers/maas_paper.pdf

23 Reinforcement Learning Neural Turing Machines

下载地址：
https://arxiv.org/pdf/1505.00521v1.pdf

24 Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation

下载地址：
https://arxiv.org/pdf/1406.1078v3.pdf

25 Google - Sequence to Sequence Learning with Neural Networks

下载地址：
http://papers.nips.cc/paper/5346-sequence-to-sequence-learning-with-neural-networks.pdf

26 Memory Networks

下载地址：
https://arxiv.org/pdf/1410.3916v10.pdf

27 Policy Learning with Continuous Memory States for Partially Observed Robotic Control

下载地址：
https://arxiv.org/pdf/1507.01273v1.pdf

28 Microsoft - Jointly Modeling Embedding and Translation to Bridge Video and Language

下载地址：
https://arxiv.org/pdf/1505.01861v1.pdf

29 Neural Turing Machines

下载地址：
https://arxiv.org/pdf/1410.5401v2.pdf

30 Ask Me Anything: Dynamic Memory Networks for Natural Language Processing

下载地址：
https://arxiv.org/pdf/1506.07285v1.pdf

31 Mastering the Game of Go with Deep Neural Networks and Tree Search

下载地址：
https://www.nature.com/articles/nature16961

32 Batch Normalization

下载地址：
https://arxiv.org/abs/1502.03167

33 Residual Learning

下载地址：
https://arxiv.org/pdf/1512.03385v1.pdf

34 Image-to-Image Translation with Conditional Adversarial Networks

下载地址：
https://arxiv.org/pdf/1611.07004v1.pdf

35 Berkeley AI Research (BAIR) Laboratory

下载地址：
https://arxiv.org/pdf/1611.07004v1.pdf

36 MobileNets by Google

下载地址：
https://arxiv.org/abs/1704.04861

37 Cross Audio-Visual Recognition in the Wild Using Deep Learning

下载地址：
https://arxiv.org/abs/1706.05739

38 Dynamic Routing Between Capsules

下载地址：
https://arxiv.org/abs/1710.09829

39 Matrix Capsules With Em Routing

下载地址：
https://openreview.net/pdf?id=HJWLfGWRb

40 Efficient BackProp

下载地址：
http://yann.lecun.com/exdb/publis/pdf/lecun-98b.pdf

41 Recognition with Deep Recurrent Neural Networks

下载地址：
http://cs224d.stanford.edu/papers/maas_paper.pdf

编辑：黄继彦