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深度学习被高频引用的41篇论文下载(附下载)

数据派THU • 7 月前 • 91 次点击  


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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


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