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 Local arXiv
Keywords: stat.ML, cs.LG, cs.NE

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

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Summary from Hugo Larochelle
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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 Local arXiv
Keywords: cs.LG

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Summary from Hugo Larochelle
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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 Local arXiv
Keywords: cs.CV, cs.LG, cs.NE

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

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

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Summary from Hugo Larochelle
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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 Local arXiv
Keywords: cs.LG

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2 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 Local arXiv
Keywords: cs.LG, cs.AI

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Summary from Jon Gauthier
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4 Comments
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Deep Learning with Separable Convolutions
François Chollet
arXiv e-Print archive - 2016 via Local arXiv
Keywords: cs.CV

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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 Local arXiv
Keywords: cs.NE, cs.CV, cs.LG

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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 Local 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 Local arXiv
Keywords: cs.CL, cs.LG, cs.NE

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Summary from Jon Gauthier
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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 Local 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 Local 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 Local arXiv
Keywords: cs.LG

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3 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 Local 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 Local 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 Local 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 Local arXiv
Keywords: cs.LG, cs.CV

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Summary from Joseph Paul Cohen
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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 Local 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 Local 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 Local arXiv
Keywords: cs.CL, cs.LG, stat.ML

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The Concrete Distribution: A Continuous Relaxation of Discrete Random Variables
Chris J. Maddison and Andriy Mnih and Yee Whye Teh
arXiv e-Print archive - 2016 via Local arXiv
Keywords: cs.LG, stat.ML

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Professor Forcing: A New Algorithm for Training Recurrent Networks
Alex Lamb and Anirudh Goyal and Ying Zhang and Saizheng Zhang and Aaron Courville and Yoshua Bengio
arXiv e-Print archive - 2016 via Local arXiv
Keywords: stat.ML, cs.LG

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Fully Character-Level Neural Machine Translation without Explicit Segmentation
Jason Lee and Kyunghyun Cho and Thomas Hofmann
arXiv e-Print archive - 2016 via Local arXiv
Keywords: cs.CL, cs.LG

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Summary from Denny Britz
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Incorporating Copying Mechanism in Sequence-to-Sequence Learning
Jiatao Gu and Zhengdong Lu and Hang Li and Victor O. K. Li
arXiv e-Print archive - 2016 via Local arXiv
Keywords: cs.CL, cs.AI, cs.LG, cs.NE

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Summary from Denny Britz
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Layer Normalization
Jimmy Lei Ba and Jamie Ryan Kiros and Geoffrey E. Hinton
arXiv e-Print archive - 2016 via Local arXiv
Keywords: stat.ML, cs.LG

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Rotation equivariant vector field networks
Diego Marcos and Michele Volpi and Nikos Komodakis and Devis Tuia
arXiv e-Print archive - 2016 via Local arXiv
Keywords: cs.CV

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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 Local arXiv
Keywords: cs.LG, cs.CL, cs.NE

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Summary from udibr