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1

Deep learning

LeCun, Yann, Bengio, Yoshua, Hinton, Geoffrey

Journal:

Year:

2015

Language:

english

File:

PDF, 1.99 MB

english, 2015

2

Machines Who Learn

Journal:

Scientific American

Year:

2016

Language:

english

File:

PDF, 9.22 MB

english, 2016

3

A deep learning framework for neuroscience

Richards, Blake A., Lillicrap, Timothy P., Beaudoin, Philippe, Bengio, Yoshua, Bogacz, Rafal, Christensen, Amelia, Clopath, Claudia, Costa, Rui Ponte, de Berker, Archy, Ganguli, Surya, Gillon, Colleen

Journal:

Nature Neuroscience

Year:

2019

Language:

english

File:

PDF, 1.92 MB

english, 2019

4

On integrating a language model into neural machine translation

Gulcehre, Caglar, Firat, Orhan, Xu, Kelvin, Cho, Kyunghyun, Bengio, Yoshua

Journal:

Computer Speech & Language

Year:

2017

Language:

english

File:

PDF, 828 KB

english, 2017

5

On the Morality of Artificial Intelligence [Commentary]

Luccioni, Alexandra, Bengio, Yoshua

Journal:

IEEE Technology and Society Magazine

Year:

2020

File:

PDF, 509 KB

2020

6

Model Selection for Small Sample Regression

Olivier Chapelle, Vladimir Vapnik, Yoshua Bengio

Journal:

Machine Learning

Year:

2002

Language:

english

File:

PDF, 521 KB

english, 2002

7

Multi-way, multilingual neural machine translation

Firat, Orhan, Cho, Kyunghyun, Sankaran, Baskaran, Yarman Vural, Fatos T., Bengio, Yoshua

Journal:

Computer Speech & Language

Year:

2016

Language:

english

File:

PDF, 799 KB

english, 2016

8

[IEEE ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Brighton, United Kingdom (2019.5.12-2019.5.17)] ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - The Pytorch-kaldi Speech Recognition Toolkit

Ravanelli, Mirco, Parcollet, Titouan, Bengio, Yoshua

Year:

2019

Language:

english

File:

PDF, 557 KB

english, 2019

9

Scaling Up Spike-and-Slab Models for Unsupervised Feature Learning

Goodfellow, Ian J., Courville, Aaron, Bengio, Yoshua

Journal:

IEEE Transactions on Pattern Analysis and Machine Intelligence

Year:

2013

Language:

english

File:

PDF, 1.32 MB

english, 2013

10

LeRec: A NN/HMM Hybrid for On-Line Handwriting Recognition

Bengio, Yoshua, LeCun, Yann, Nohl, Craig, Burges, Chris

Journal:

Neural Computation

Year:

1995

Language:

english

File:

PDF, 844 KB

english, 1995

11

Machine Learning for Combinatorial Optimization: a Methodological Tour dâHorizon

Bengio, Yoshua, Lodi, Andrea, Prouvost, Antoine

Journal:

European Journal of Operational Research

Year:

2020

File:

PDF, 1.12 MB

2020

12

Learning deep physiological models of affect

Martinez, Hector P., Bengio, Yoshua, Yannakakis, Georgios N.

Journal:

IEEE Computational Intelligence Magazine

Year:

2013

Language:

english

File:

PDF, 1.83 MB

english, 2013

13

Online and offline handwritten Chinese character recognition: A comprehensive study and new benchmark

Zhang, Xu-Yao, Bengio, Yoshua, Liu, Cheng-Lin

Journal:

Pattern Recognition

Year:

2017

Language:

english

File:

PDF, 1.46 MB

english, 2017

14

Establishing an evaluation metric to quantify climate change image realism

Zhou, Sharon, Luccioni, Alexandra, Cosne, Gautier, Bernstein, Michael S., Bengio, Yoshua

Journal:

Machine Learning: Science and Technology

Year:

2020

File:

PDF, 2.99 MB

2020

15

The need for privacy with public digital contact tracing during the COVID-19 pandemic

Bengio, Yoshua, Janda, Richard, Yu, Yun William, Ippolito, Daphne, Jarvie, Max, Pilat, Dan, Struck, Brooke, Krastev, Sekoul, Sharma, Abhinav

Journal:

The Lancet Digital Health

Year:

2020

File:

PDF, 52 KB

2020

16

Brain Tumor Segmentation with Deep Neural Networks

Havaei, Mohammad, Davy, Axel, Warde-Farley, David, Biard, Antoine, Courville, Aaron, Bengio, Yoshua, Pal, Chris, Jodoin, Pierre-Marc, Larochelle, Hugo

Journal:

Medical Image Analysis

Year:

2016

Language:

english

File:

PDF, 4.13 MB

english, 2016

17

The representational geometry of word meanings acquired by neural machine translation models

Hill, Felix, Cho, Kyunghyun, Jean, Sébastien, Bengio, Yoshua

Journal:

Machine Translation

Year:

2017

Language:

english

File:

PDF, 748 KB

english, 2017

18

Dynamic Neural Turing Machine with Continuous and Discrete Addressing Schemes

Gulcehre, Caglar, Chandar, Sarath, Cho, Kyunghyun, Bengio, Yoshua

Journal:

Neural Computation

Year:

2018

Language:

english

File:

PDF, 761 KB

english, 2018

19

[IEEE 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) - Honolulu, HI, USA (2017.7.21-2017.7.26)] 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) - The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation

Jegou, Simon, Drozdzal, Michal, Vazquez, David, Romero, Adriana, Bengio, Yoshua

Year:

2017

Language:

english

File:

PDF, 533 KB

english, 2017

20

Learning Eigenfunctions Links Spectral Embedding and Kernel PCA

Bengio, Yoshua, Delalleau, Olivier, Roux, Nicolas Le, Paiement, Jean-François, Vincent, Pascal, Ouimet, Marie

Journal:

Neural Computation

Year:

2004

Language:

english

File:

PDF, 149 KB

english, 2004

21

Context-dependent word representation for neural machine translation

Choi, Heeyoul, Cho, Kyunghyun, Bengio, Yoshua

Journal:

Computer Speech & Language

Year:

2017

Language:

english

File:

PDF, 485 KB

english, 2017

22

[IEEE ICASSP 2018 - 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Calgary, AB (2018.4.15-2018.4.20)] 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Monaural Singing Voice Separation with Skip-Filtering Connections and Recurrent Inference of Time-Frequency Mask

Mimilakis, Stylianos Ioannis, Drossos, Konstantinos, Santos, Joao F., Schuller, Gerald, Virtanen, Tuomas, Bengio, Yoshua

Year:

2018

Language:

english

File:

PDF, 345 KB

english, 2018

23

Inherent privacy limitations of decentralized contact tracing apps

Bengio, Yoshua, Ippolito, Daphne, Janda, Richard, Jarvie, Max, Prud'homme, Benjamin, Rousseau, Jean-FranÃ§ois, Sharma, Abhinav, Yu, Yun William

Journal:

Journal of the American Medical Informatics Association

Year:

2020

File:

PDF, 114 KB

2020

24

Bias learning, knowledge sharing

J. Ghosn, Yoshua Bengio

Year:

2003

Language:

english

File:

PDF, 991 KB

english, 2003

25

Describing Multimedia Content Using Attention-Based Encoder-Decoder Networks

Cho, Kyunghyun, Courville, Aaron, Bengio, Yoshua

Journal:

IEEE Transactions on Multimedia

Year:

2015

Language:

english

File:

PDF, 1.28 MB

english, 2015

26

Drawing and Recognizing Chinese Characters with Recurrent Neural Network

Zhang, Xu-Yao, Yin, Fei, Zhang, Yan-Ming, Liu, Cheng-Lin, Bengio, Yoshua

Journal:

IEEE Transactions on Pattern Analysis and Machine Intelligence

Year:

2017

Language:

english

File:

PDF, 824 KB

english, 2017

27

[IEEE 2017 International Joint Conference on Neural Networks (IJCNN) - Anchorage, AK, USA (2017.5.14-2017.5.19)] 2017 International Joint Conference on Neural Networks (IJCNN) - A robust adaptive stochastic gradient method for deep learning

Gulcehre, Caglar, Sotelo, Jose, Moczulski, Marcin, Bengio, Yoshua

Year:

2017

Language:

english

File:

PDF, 480 KB

english, 2017

28

Deep convolutional networks for quality assessment of protein folds

Derevyanko, Georgy, Grudinin, Sergei, Bengio, Yoshua, Lamoureux, Guillaume, Valencia, Alfonso

Journal:

Year:

2018

Language:

english

File:

PDF, 38.86 MB

english, 2018

29

Depth with nonlinearity creates no bad local minima in ResNets

Kawaguchi, Kenji, Bengio, Yoshua

Journal:

Neural Networks

Year:

2019

Language:

english

File:

PDF, 416 KB

english, 2019

30

[IEEE ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Brighton, United Kingdom (2019.5.12-2019.5.17)] ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - How Transferable Are Features in Convolutional Neural Network Acoustic Models across Languages?

Thompson, Jessica A.F., Schonwiesner, Marc, Bengio, Yoshua, Willett, Daniel

Year:

2019

Language:

english

File:

PDF, 604 KB

english, 2019

31

Toward Training Recurrent Neural Networks for Lifelong Learning

Sodhani, Shagun, Chandar, Sarath, Bengio, Yoshua

Journal:

Neural Computation

Year:

2019

Language:

english

File:

PDF, 2.22 MB

english, 2019

32

Phonetically-based multi-layered neural networks for vowel classification

Piero Cosi, Yoshua Bengio, Renato De Mori

Journal:

Speech Communication

Year:

1990

Language:

english

File:

PDF, 1.05 MB

english, 1990

33

A hybrid Pareto model for asymmetric fat-tailed data: the univariate case

Julie Carreau, Yoshua Bengio

Journal:

Year:

2009

Language:

english

File:

PDF, 451 KB

english, 2009

34

[ACM Press the 25th international conference - Helsinki, Finland (2008.07.05-2008.07.09)] Proceedings of the 25th international conference on Machine learning - ICML '08 - Extracting and composing robust features with denoising autoencoders

Vincent, Pascal, Larochelle, Hugo, Bengio, Yoshua, Manzagol, Pierre-Antoine

Year:

2008

Language:

english

File:

PDF, 558 KB

english, 2008

35

Editorial introduction to the Neural Networks special issue on Deep Learning of Representations

Bengio, Yoshua, Lee, Honglak

Journal:

Neural Networks

Year:

2015

Language:

english

File:

PDF, 331 KB

english, 2015

36

Learning normalized inputs for iterative estimation in medical image segmentation

Drozdzal, Michal, Chartrand, Gabriel, Vorontsov, Eugene, Shakeri, Mahsa, Di Jorio, Lisa, Tang, An, Romero, Adriana, Bengio, Yoshua, Pal, Chris, Kadoury, Samuel

Journal:

Medical Image Analysis

Year:

2018

Language:

english

File:

PDF, 9.99 MB

english, 2018

37

[IEEE ICASSP 2018 - 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Calgary, AB (2018.4.15-2018.4.20)] 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Towards End-to-end Spoken Language Understanding

Serdyuk, Dmitriy, Wang, Yongqiang, Fuegen, Christian, Kumar, Anuj, Liu, Baiyang, Bengio, Yoshua

Year:

2018

Language:

english

File:

PDF, 563 KB

english, 2018

38

[IEEE 2019 International Conference on Robotics and Automation (ICRA) - Montreal, QC, Canada (2019.5.20-2019.5.24)] 2019 International Conference on Robotics and Automation (ICRA) - A Data-Efficient Framework for Training and Sim-to-Real Transfer of Navigation Policies

Bharadhwaj, Homanga, Wang, Zihan, Bengio, Yoshua, Paull, Liam

Year:

2019

Language:

english

File:

PDF, 251 KB

english, 2019

39

Phonetically motivated acoustic parameters for continuous speech recognition using artificial neural networks

Yoshua Bengio, Renato De Mori, Giovanni Flammia, Ralf Kompe

Journal:

Speech Communication

Year:

1992

Language:

english

File:

PDF, 744 KB

english, 1992

40

Learning the dynamic nature of speech with back-propagation for sequences

Yoshua Bengio, Renato De Mori, Marco Gori

Journal:

Pattern Recognition Letters

Year:

1992

Language:

english

File:

PDF, 1007 KB

english, 1992

41

Selective Small Molecule Peptidomimetic Ligands of TrkC and TrkA Receptors Afford Discrete or Complete Neurotrophic Activities

Maria Clara Zaccaro, Hong Boon Lee, Mookda Pattarawarapan, Zebin Xia, Antoine Caron, Pierrre-Jean L’Heureux, Yoshua Bengio, Kevin Burgess, H. Uri Saragovi

Journal:

Chemistry & Biology

Year:

2005

Language:

english

File:

PDF, 503 KB

english, 2005

42

DECISION TREES DO NOT GENERALIZE TO NEW VARIATIONS

Yoshua Bengio, Olivier Delalleau, Clarence Simard

Journal:

Computational Intelligence

Year:

2010

Language:

english

File:

PDF, 318 KB

english, 2010

43

[ACM Press the 2014 conference companion - Vancouver, BC, Canada (2014.07.12-2014.07.16)] Proceedings of the 2014 conference companion on Genetic and evolutionary computation companion - GECCO Comp '14 - Deep learning and cultural evolution

Year:

2014

Language:

english

File:

PDF, 668 KB

english, 2014

44

[ACM Press the 20th ACM SIGKDD international conference - New York, New York, USA (2014.08.24-2014.08.27)] Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '14 - Scaling up deep learning

Year:

2014

Language:

english

File:

PDF, 348 KB

english, 2014

45

The Spike-and-Slab RBM and Extensions to Discrete and Sparse Data Distributions

Courville, Aaron, Desjardins, Guillaume, Bergstra, James, Bengio, Yoshua

Journal:

IEEE Transactions on Pattern Analysis and Machine Intelligence

Year:

2014

Language:

english

File:

PDF, 1.27 MB

english, 2014

46

Gradient-Based Optimization of Hyperparameters

Journal:

Neural Computation

Year:

2000

Language:

english

File:

PDF, 125 KB

english, 2000

47

Justifying and Generalizing Contrastive Divergence

Bengio, Yoshua, Delalleau, Olivier

Journal:

Neural Computation

Year:

2009

Language:

english

File:

PDF, 232 KB

english, 2009

48

[ACM Press the 26th Annual International Conference - Montreal, Quebec, Canada (2009.06.14-2009.06.18)] Proceedings of the 26th Annual International Conference on Machine Learning - ICML '09 - Curriculum learning

Bengio, Yoshua, Louradour, Jérôme, Collobert, Ronan, Weston, Jason

Year:

2009

Language:

english

File:

PDF, 1.88 MB

english, 2009

49

A CONNECTIONIST APPROACH TO SPEECH RECOGNITION

Journal:

International Journal of Pattern Recognition and Artificial Intelligence

Year:

1993

Language:

english

File:

PDF, 1.09 MB

english, 1993

50

Using Recurrent Neural Networks for Slot Filling in Spoken Language Understanding

Mesnil, Gregoire, Dauphin, Yann, Yao, Kaisheng, Bengio, Yoshua, Deng, Li, Hakkani-Tur, Dilek, He, Xiaodong, Heck, Larry, Tur, Gokhan, Yu, Dong, Zweig, Geoffrey

Journal:

IEEE/ACM Transactions on Audio, Speech, and Language Processing

Year:

2015

Language:

english

File:

PDF, 1.69 MB

english, 2015

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