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Samy Bengio
Samy Bengio
Senior Director, AI and Machine Learning Research, Apple
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Show and tell: A neural image caption generator
O Vinyals, A Toshev, S Bengio, D Erhan
Proceedings of the IEEE conference on computer vision and pattern ¡¦, 2015
78192015
Understanding deep learning requires rethinking generalization
C Zhang, S Bengio, M Hardt, B Recht, O Vinyals
International Conference on Learning Representations (ICLR), 2017
7483*2017
Adversarial examples in the physical world
A Kurakin, I Goodfellow, S Bengio
Workshop Track of the International Conference on Learning Representations ¡¦, 2017
67762017
Density estimation using Real NVP
L Dinh, J Sohl-Dickstein, S Bengio
International Conference on Learning Representations (ICLR), 2017
40672017
Adversarial machine learning at scale
A Kurakin, I Goodfellow, S Bengio
International Conference on Learning Representations (ICLR), 2017
36812017
Why does unsupervised pre-training help deep learning?
D Erhan, A Courville, Y Bengio, PA Manzagol, P Vincent, S Bengio
Proceedings of the thirteenth international conference on artificial ¡¦, 2010
36512010
Devise: A deep visual-semantic embedding model
A Frome, GS Corrado, J Shlens, S Bengio, J Dean, MA Ranzato, ...
Advances in neural information processing systems 26, 2013
33792013
Generating sentences from a continuous space
SR Bowman, L Vilnis, O Vinyals, AM Dai, R Jozefowicz, S Bengio
SIGNLL Conference on Computational Natural Language Learning, CONLL, 2016, 2015
28452015
Tacotron: Towards end-to-end speech synthesis
Y Wang, RJ Skerry-Ryan, D Stanton, Y Wu, RJ Weiss, N Jaitly, Z Yang, ...
Interspeech, 2017, 2017
2476*2017
Scheduled sampling for sequence prediction with recurrent neural networks
S Bengio, O Vinyals, N Jaitly, N Shazeer
Advances in neural information processing systems 28, 2015
23982015
Neural combinatorial optimization with reinforcement learning
I Bello, H Pham, QV Le, M Norouzi, S Bengio
Workshop Track of the International Conference on Learning Representations ¡¦, 2017
19302017
Cluster-gcn: An efficient algorithm for training deep and large graph convolutional networks
WL Chiang, X Liu, S Si, Y Li, S Bengio, CJ Hsieh
Proceedings of the 25th ACM SIGKDD international conference on knowledge ¡¦, 2019
14822019
Transfusion: Understanding transfer learning for medical imaging
M Raghu, C Zhang, J Kleinberg, S Bengio
Advances in neural information processing systems 32, 2019
13572019
Proceedings of the 32nd international conference on neural information processing systems
S Bengio, HM Wallach, H Larochelle, K Grauman, N Cesa-Bianchi
Curran Associates Inc., 2018
13142018
SVMTorch: Support vector machines for large-scale regression problems
R Collobert, S Bengio
Journal of machine learning research 1 (Feb), 143-160, 2001
12462001
Order matters: Sequence to sequence for sets
O Vinyals, S Bengio, M Kudlur
International Conference on Learning Representations (ICLR), 2016
11472016
Show and tell: Lessons learned from the 2015 mscoco image captioning challenge
O Vinyals, A Toshev, S Bengio, D Erhan
IEEE transactions on pattern analysis and machine intelligence 39 (4), 652-663, 2016
11222016
Zero-shot learning by convex combination of semantic embeddings
M Norouzi, T Mikolov, S Bengio, Y Singer, J Shlens, A Frome, GS Corrado, ...
International Conference on Learning Representations (ICLR), 2014
11092014
Large scale online learning of image similarity through ranking.
G Chechik, V Sharma, U Shalit, S Bengio
Journal of Machine Learning Research 11 (3), 2010
10282010
Wsabie: Scaling up to large vocabulary image annotation
J Weston, S Bengio, N Usunier
Proceedings of the International Joint Conference on Artificial Intelligence ¡¦, 2011
9762011
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