Yoshua Bengio - arXivDaily 作者

1409.0473 2016-05-23 cs.CL cs.LG cs.NE stat.ML

Neural Machine Translation by Jointly Learning to Align and Translate

Dzmitry Bahdanau, Kyunghyun Cho, Yoshua Bengio

Comments Accepted at ICLR 2015 as oral presentation

1605.02688 2016-05-10 cs.SC cs.LG cs.MS

Theano: A Python framework for fast computation of mathematical expressions

The Theano Development Team, Rami Al-Rfou, Guillaume Alain, Amjad Almahairi, Christof Angermueller, Dzmitry Bahdanau, Nicolas Ballas, Frédéric Bastien, Justin Bayer, Anatoly Belikov, Alexander Belopolsky, Yoshua Bengio, Arnaud Bergeron, James Bergstra, Valentin Bisson, Josh Bleecher Snyder, Nicolas Bouchard, Nicolas Boulanger-Lewandowski, Xavier Bouthillier, Alexandre de Brébisson, Olivier Breuleux, Pierre-Luc Carrier, Kyunghyun Cho, Jan Chorowski, Paul Christiano, Tim Cooijmans, Marc-Alexandre Côté, Myriam Côté, Aaron Courville, Yann N. Dauphin, Olivier Delalleau, Julien Demouth, Guillaume Desjardins, Sander Dieleman, Laurent Dinh, Mélanie Ducoffe, Vincent Dumoulin, Samira Ebrahimi Kahou, Dumitru Erhan, Ziye Fan, Orhan Firat, Mathieu Germain, Xavier Glorot, Ian Goodfellow, Matt Graham, Caglar Gulcehre, Philippe Hamel, Iban Harlouchet, Jean-Philippe Heng, Balázs Hidasi, Sina Honari, Arjun Jain, Sébastien Jean, Kai Jia, Mikhail Korobov, Vivek Kulkarni, Alex Lamb, Pascal Lamblin, Eric Larsen, César Laurent, Sean Lee, Simon Lefrancois, Simon Lemieux, Nicholas Léonard, Zhouhan Lin, Jesse A. Livezey, Cory Lorenz, Jeremiah Lowin, Qianli Ma, Pierre-Antoine Manzagol, Olivier Mastropietro, Robert T. McGibbon, Roland Memisevic, Bart van Merriënboer, Vincent Michalski, Mehdi Mirza, Alberto Orlandi, Christopher Pal, Razvan Pascanu, Mohammad Pezeshki, Colin Raffel, Daniel Renshaw, Matthew Rocklin, Adriana Romero, Markus Roth, Peter Sadowski, John Salvatier, François Savard, Jan Schlüter, John Schulman, Gabriel Schwartz, Iulian Vlad Serban, Dmitriy Serdyuk, Samira Shabanian, Étienne Simon, Sigurd Spieckermann, S. Ramana Subramanyam, Jakub Sygnowski, Jérémie Tanguay, Gijs van Tulder, Joseph Turian, Sebastian Urban, Pascal Vincent, Francesco Visin, Harm de Vries, David Warde-Farley, Dustin J. Webb, Matthew Willson, Kelvin Xu, Lijun Xue, Li Yao, Saizheng Zhang, Ying Zhang

Comments 19 pages, 5 figures

1502.03044 2016-04-20 cs.LG cs.CV

Show, Attend and Tell: Neural Image Caption Generation with Visual Attention

Kelvin Xu, Jimmy Ba, Ryan Kiros, Kyunghyun Cho, Aaron Courville, Ruslan Salakhutdinov, Richard Zemel, Yoshua Bengio

1511.06481 2016-04-19 stat.ML cs.LG

Variance Reduction in SGD by Distributed Importance Sampling

Guillaume Alain, Alex Lamb, Chinnadhurai Sankar, Aaron Courville, Yoshua Bengio

1511.00363 2016-04-19 cs.LG cs.CV cs.NE

BinaryConnect: Training Deep Neural Networks with binary weights during propagations

Matthieu Courbariaux, Yoshua Bengio, Jean-Pierre David

Comments Accepted at NIPS 2015, 9 pages, 3 figures

1507.04808 2016-04-08 cs.CL cs.AI cs.LG cs.NE

Building End-To-End Dialogue Systems Using Generative Hierarchical Neural Network Models

Iulian V. Serban, Alessandro Sordoni, Yoshua Bengio, Aaron Courville, Joelle Pineau

Comments 8 pages with references; Published in AAAI 2016 (Special Track on Cognitive Systems)

1506.02216 2016-04-08 cs.LG

A Recurrent Latent Variable Model for Sequential Data

Junyoung Chung, Kyle Kastner, Laurent Dinh, Kratarth Goel, Aaron Courville, Yoshua Bengio

1603.00391 2016-04-05 cs.LG cs.NE stat.ML

Noisy Activation Functions

Caglar Gulcehre, Marcin Moczulski, Misha Denil, Yoshua Bengio

1504.00548 2016-03-23 cs.CL

Learning to Understand Phrases by Embedding the Dictionary

Felix Hill, Kyunghyun Cho, Anna Korhonen, Yoshua Bengio

1509.05936 2016-03-22 cs.NE cs.LG q-bio.NC

STDP as presynaptic activity times rate of change of postsynaptic activity

Yoshua Bengio, Thomas Mesnard, Asja Fischer, Saizheng Zhang, Yuhuai Wu

1602.02830 2016-03-18 cs.LG

Binarized Neural Networks: Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1

Matthieu Courbariaux, Itay Hubara, Daniel Soudry, Ran El-Yaniv, Yoshua Bengio

Comments 11 pages and 3 figures

1508.04395 2016-03-16 cs.CL cs.AI cs.LG cs.NE

End-to-End Attention-based Large Vocabulary Speech Recognition

Dzmitry Bahdanau, Jan Chorowski, Dmitriy Serdyuk, Philemon Brakel, Yoshua Bengio

1510.03009 2016-02-29 cs.LG cs.NE

Neural Networks with Few Multiplications

Zhouhan Lin, Matthieu Courbariaux, Roland Memisevic, Yoshua Bengio

Comments Published as a conference paper at ICLR 2016. 9 pages, 3 figures

1406.2751 2016-02-22 cs.LG

Reweighted Wake-Sleep

Jörg Bornschein, Yoshua Bengio

1510.02777 2016-02-09 cs.LG

Early Inference in Energy-Based Models Approximates Back-Propagation

Yoshua Bengio, Asja Fischer

Comments arXiv admin note: text overlap with arXiv:1509.05936

1508.00021 2016-02-09 cs.LG cs.NE

Artificial Neural Networks Applied to Taxi Destination Prediction

Alexandre de Brébisson, Étienne Simon, Alex Auvolat, Pascal Vincent, Yoshua Bengio

Comments ECML/PKDD discovery challenge

1410.2455 2016-02-05 stat.ML cs.CL cs.LG

BilBOWA: Fast Bilingual Distributed Representations without Word Alignments

Stephan Gouws, Yoshua Bengio, Greg Corrado

1511.06456 2016-01-20 cs.LG

Task Loss Estimation for Sequence Prediction

Dzmitry Bahdanau, Dmitriy Serdyuk, Philémon Brakel, Nan Rosemary Ke, Jan Chorowski, Aaron Courville, Yoshua Bengio

Comments Submitted to ICLR 2016

1601.01073 2016-01-07 cs.CL stat.ML

Multi-Way, Multilingual Neural Machine Translation with a Shared Attention Mechanism

Orhan Firat, Kyunghyun Cho, Yoshua Bengio

1511.06406 2016-01-05 cs.LG

Denoising Criterion for Variational Auto-Encoding Framework

Daniel Jiwoong Im, Sungjin Ahn, Roland Memisevic, Yoshua Bengio

Comments ICLR conference submission

1507.05910 2015-12-01 cs.LG cs.CL stat.ML

Clustering is Efficient for Approximate Maximum Inner Product Search

Alex Auvolat, Sarath Chandar, Pascal Vincent, Hugo Larochelle, Yoshua Bengio

Comments 10 pages, Under review at ICLR 2016

1412.7525 2015-11-26 cs.LG cs.NE

Difference Target Propagation

Dong-Hyun Lee, Saizheng Zhang, Asja Fischer, Yoshua Bengio

Comments 13 pages, 8 figures, Accepted in ECML/PKDD 2015

1412.7419 2015-11-03 cs.LG cs.NE stat.ML

ADASECANT: Robust Adaptive Secant Method for Stochastic Gradient

Caglar Gulcehre, Marcin Moczulski, Yoshua Bengio

Comments 8 pages, 3 figures, ICLR workshop submission

1510.01378 2015-10-07 stat.ML cs.LG cs.NE

Batch Normalized Recurrent Neural Networks

César Laurent, Gabriel Pereyra, Philémon Brakel, Ying Zhang, Yoshua Bengio

1412.7024 2015-09-24 cs.LG cs.CV cs.NE

Training deep neural networks with low precision multiplications

Matthieu Courbariaux, Yoshua Bengio, Jean-Pierre David

Comments 10 pages, 5 figures, Accepted as a workshop contribution at ICLR 2015

1505.00393 2015-07-24 cs.CV

ReNet: A Recurrent Neural Network Based Alternative to Convolutional Networks

Francesco Visin, Kyle Kastner, Kyunghyun Cho, Matteo Matteucci, Aaron Courville, Yoshua Bengio

1507.02221 2015-07-09 cs.NE cs.IR

A Hierarchical Recurrent Encoder-Decoder For Generative Context-Aware Query Suggestion

Alessandro Sordoni, Yoshua Bengio, Hossein Vahabi, Christina Lioma, Jakob G. Simonsen, Jian-Yun Nie

Comments To appear in Conference of Information Knowledge and Management (CIKM) 2015

1506.07503 2015-06-25 cs.CL cs.LG cs.NE stat.ML

Attention-Based Models for Speech Recognition

Jan Chorowski, Dzmitry Bahdanau, Dmitriy Serdyuk, Kyunghyun Cho, Yoshua Bengio

1502.02367 2015-06-18 cs.NE cs.LG stat.ML

Gated Feedback Recurrent Neural Networks

Junyoung Chung, Caglar Gulcehre, Kyunghyun Cho, Yoshua Bengio

Comments 9 pages, removed appendix

1503.03535 2015-06-15 cs.CL

On Using Monolingual Corpora in Neural Machine Translation

Caglar Gulcehre, Orhan Firat, Kelvin Xu, Kyunghyun Cho, Loic Barrault, Huei-Chi Lin, Fethi Bougares, Holger Schwenk, Yoshua Bengio

Comments 9 pages, 2 figures