arXiv is an e-print service in the fields of physics, mathematics, computer science, quantitative biology, quantitative finance and statistics.

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Using Fast Weights to Attend to the Recent Past
Jimmy Ba and Geoffrey Hinton and Volodymyr Mnih and Joel Z. Leibo and Catalin Ionescu
arXiv e-Print archive - 2016 via arXiv
Keywords: stat.ML, cs.LG, cs.NE

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Swapout: Learning an ensemble of deep architectures
Saurabh Singh and Derek Hoiem and David Forsyth
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CV, cs.LG, cs.NE

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Stochastic Backpropagation through Mixture Density Distributions
Alex Graves
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.NE

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3 Comments
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One-shot Learning with Memory-Augmented Neural Networks
Adam Santoro and Sergey Bartunov and Matthew Botvinick and Daan Wierstra and Timothy Lillicrap
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.LG

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Towards a Neural Statistician
Harrison Edwards and Amos Storkey
arXiv e-Print archive - 2016 via arXiv
Keywords: stat.ML, cs.LG

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4 Comments
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Density estimation using Real NVP
Laurent Dinh and Jascha Sohl-Dickstein and Samy Bengio
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.LG

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Reward Augmented Maximum Likelihood for Neural Structured Prediction
Mohammad Norouzi and Samy Bengio and Zhifeng Chen and Navdeep Jaitly and Mike Schuster and Yonghui Wu and Dale Schuurmans
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.LG

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Deep Learning with Separable Convolutions
François Chollet
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CV

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Sequence-to-Sequence Learning as Beam-Search Optimization
Sam Wiseman and Alexander M. Rush
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CL, cs.LG, cs.NE, stat.ML

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Systematic evaluation of CNN advances on the ImageNet
Dmytro Mishkin and Nikolay Sergievskiy and Jiri Matas
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.NE, cs.CV, cs.LG

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2 Comments
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Globally Normalized Transition-Based Neural Networks
Daniel Andor and Chris Alberti and David Weiss and Aliaksei Severyn and Alessandro Presta and Kuzman Ganchev and Slav Petrov and Michael Collins
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CL, cs.LG, cs.NE

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Towards cross-lingual distributed representations without parallel text trained with adversarial autoencoders
Antonio Valerio Miceli Barone
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CL, cs.LG, cs.NE

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Learning to Track at 100 FPS with Deep Regression Networks
David Held and Sebastian Thrun and Silvio Savarese
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CV, cs.AI, cs.LG, cs.RO

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Sequential Neural Models with Stochastic Layers
Marco Fraccaro and Søren Kaae Sønderby and Ulrich Paquet and Ole Winther
arXiv e-Print archive - 2016 via arXiv
Keywords: stat.ML, cs.LG

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SoftTarget Regularization: An Effective Technique to Reduce Over-Fitting in Neural Networks
Armen Aghajanyan
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.LG

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3 Comments
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SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient
Lantao Yu and Weinan Zhang and Jun Wang and Yong Yu
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.LG, cs.AI

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2 Comments
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Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation
Yonghui Wu and Mike Schuster and Zhifeng Chen and Quoc V. Le and Mohammad Norouzi and Wolfgang Macherey and Maxim Krikun and Yuan Cao and Qin Gao and Klaus Macherey and Jeff Klingner and Apurva Shah and Melvin Johnson and Xiaobing Liu and Łukasz Kaiser and Stephan Gouws and Yoshikiyo Kato and Taku Kudo and Hideto Kazawa and Keith Stevens et al.
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CL, cs.AI, cs.LG

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Conditional Image Generation with PixelCNN Decoders
Aaron van den Oord and Nal Kalchbrenner and Oriol Vinyals and Lasse Espeholt and Alex Graves and Koray Kavukcuoglu
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CV, cs.LG

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Towards Multi-Agent Communication-Based Language Learning
Angeliki Lazaridou and Nghia The Pham and Marco Baroni
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CL, cs.CV, cs.LG

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End-to-End Instance Segmentation and Counting with Recurrent Attention
Mengye Ren and Richard S. Zemel
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.LG, cs.CV

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Dynamic Memory Networks for Visual and Textual Question Answering
Caiming Xiong and Stephen Merity and Richard Socher
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.NE, cs.CL, cs.CV

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Bag of Tricks for Efficient Text Classification
Armand Joulin and Edouard Grave and Piotr Bojanowski and Tomas Mikolov
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CL

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Neural Tree Indexers for Text Understanding
Tsendsuren Munkhdalai and Hong Yu
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CL, cs.LG, stat.ML

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3 Comments
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Recurrent Highway Networks
Julian Georg Zilly and Rupesh Kumar Srivastava and Jan Koutník and Jürgen Schmidhuber
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.LG, cs.CL, cs.NE

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Fully-Convolutional Siamese Networks for Object Tracking
Luca Bertinetto and Jack Valmadre and João F. Henriques and Andrea Vedaldi and Philip H. S. Torr
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CV

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Clockwork Convnets for Video Semantic Segmentation
Evan Shelhamer and Kate Rakelly and Judy Hoffman and Trevor Darrell
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CV

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Key-Value Memory Networks for Directly Reading Documents
Alexander Miller and Adam Fisch and Jesse Dodge and Amir-Hossein Karimi and Antoine Bordes and Jason Weston
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CL

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Query-Regression Networks for Machine Comprehension
Minjoon Seo and Hannaneh Hajishirzi and Ali Farhadi
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CL, cs.NE

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WikiReading: A Novel Large-scale Language Understanding Task over Wikipedia
Daniel Hewlett and Alexandre Lacoste and Llion Jones and Illia Polosukhin and Andrew Fandrianto and Jay Han and Matthew Kelcey and David Berthelot
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CL

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Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models
Ashwin K Vijayakumar and Michael Cogswell and Ramprasath R. Selvaraju and Qing Sun and Stefan Lee and David Crandall and Dhruv Batra
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.AI, cs.CL, cs.CV

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Dual Learning for Machine Translation
Yingce Xia and Di He and Tao Qin and Liwei Wang and Nenghai Yu and Tie-Yan Liu and Wei-Ying Ma
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CL

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Efficient Summarization with Read-Again and Copy Mechanism
Wenyuan Zeng and Wenjie Luo and Sanja Fidler and Raquel Urtasun
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.CL

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Neural networks with differentiable structure
Thomas Miconi
arXiv e-Print archive - 2016 via arXiv
Keywords: cs.NE

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