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Data Augmentation via Structured Adversarial Perturbations

Nov 05, 2020
Calvin Luo, Hossein Mobahi, Samy Bengio


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Characterising Bias in Compressed Models

Oct 06, 2020
Sara Hooker, Nyalleng Moorosi, Gregory Clark, Samy Bengio, Emily Denton


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Auto Completion of User Interface Layout Design Using Transformer-Based Tree Decoders

Jan 14, 2020
Yang Li, Julien Amelot, Xin Zhou, Samy Bengio, Si Si


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Fantastic Generalization Measures and Where to Find Them

Dec 04, 2019
Yiding Jiang, Behnam Neyshabur, Hossein Mobahi, Dilip Krishnan, Samy Bengio


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Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML

Sep 19, 2019
Aniruddh Raghu, Maithra Raghu, Samy Bengio, Oriol Vinyals


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Efficient Exploration with Self-Imitation Learning via Trajectory-Conditioned Policy

Jul 24, 2019
Yijie Guo, Jongwook Choi, Marcin Moczulski, Samy Bengio, Mohammad Norouzi, Honglak Lee


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Parallel Scheduled Sampling

Jun 11, 2019
Daniel Duckworth, Arvind Neelakantan, Ben Goodrich, Lukasz Kaiser, Samy Bengio

* Initial submission 

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A Closed-Form Learned Pooling for Deep Classification Networks

Jun 10, 2019
Vighnesh Birodkar, Hossein Mobahi, Dilip Krishnan, Samy Bengio


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Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks

May 20, 2019
Wei-Lin Chiang, Xuanqing Liu, Si Si, Yang Li, Samy Bengio, Cho-Jui Hsieh

* In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD'19) 

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Do Neural Networks Show Gestalt Phenomena? An Exploration of the Law of Closure

Mar 21, 2019
Been Kim, Emily Reif, Martin Wattenberg, Samy Bengio


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Identity Crisis: Memorization and Generalization under Extreme Overparameterization

Feb 15, 2019
Chiyuan Zhang, Samy Bengio, Moritz Hardt, Yoram Singer


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Transfusion: Understanding Transfer Learning with Applications to Medical Imaging

Feb 14, 2019
Maithra Raghu, Chiyuan Zhang, Jon Kleinberg, Samy Bengio


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Are All Layers Created Equal?

Feb 12, 2019
Chiyuan Zhang, Samy Bengio, Yoram Singer


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Semantic Redundancies in Image-Classification Datasets: The 10% You Don't Need

Jan 29, 2019
Vighnesh Birodkar, Hossein Mobahi, Samy Bengio


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Unsupervised speech representation learning using WaveNet autoencoders

Jan 25, 2019
Jan Chorowski, Ron J. Weiss, Samy Bengio, Aäron van den Oord


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GaterNet: Dynamic Filter Selection in Convolutional Neural Network via a Dedicated Global Gating Network

Nov 27, 2018
Zhourong Chen, Yang Li, Samy Bengio, Si Si

* Google Research 

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Content preserving text generation with attribute controls

Nov 03, 2018
Lajanugen Logeswaran, Honglak Lee, Samy Bengio

* NIPS 2018 

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Area Attention

Oct 30, 2018
Yang Li, Lukasz Kaiser, Samy Bengio, Si Si


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Insights on representational similarity in neural networks with canonical correlation

Oct 23, 2018
Ari S. Morcos, Maithra Raghu, Samy Bengio

* NIPS 2018 

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Predicting the Generalization Gap in Deep Networks with Margin Distributions

Sep 28, 2018
Yiding Jiang, Dilip Krishnan, Hossein Mobahi, Samy Bengio


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Time-Dependent Representation for Neural Event Sequence Prediction

Jul 20, 2018
Yang Li, Nan Du, Samy Bengio

* 9 pages and 2 pages of references 

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Fast Decoding in Sequence Models using Discrete Latent Variables

Jun 07, 2018
ŇĀukasz Kaiser, Aurko Roy, Ashish Vaswani, Niki Parmar, Samy Bengio, Jakob Uszkoreit, Noam Shazeer

* ICML 2018 

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A Study on Overfitting in Deep Reinforcement Learning

Apr 20, 2018
Chiyuan Zhang, Oriol Vinyals, Remi Munos, Samy Bengio


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Adversarial Attacks and Defences Competition

Mar 31, 2018
Alexey Kurakin, Ian Goodfellow, Samy Bengio, Yinpeng Dong, Fangzhou Liao, Ming Liang, Tianyu Pang, Jun Zhu, Xiaolin Hu, Cihang Xie, Jianyu Wang, Zhishuai Zhang, Zhou Ren, Alan Yuille, Sangxia Huang, Yao Zhao, Yuzhe Zhao, Zhonglin Han, Junjiajia Long, Yerkebulan Berdibekov, Takuya Akiba, Seiya Tokui, Motoki Abe

* 36 pages, 10 figures 

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Tensor2Tensor for Neural Machine Translation

Mar 16, 2018
Ashish Vaswani, Samy Bengio, Eugene Brevdo, Francois Chollet, Aidan N. Gomez, Stephan Gouws, Llion Jones, ŇĀukasz Kaiser, Nal Kalchbrenner, Niki Parmar, Ryan Sepassi, Noam Shazeer, Jakob Uszkoreit

* arXiv admin note: text overlap with arXiv:1706.03762 

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Large Margin Deep Networks for Classification

Mar 15, 2018
Gamaleldin F. Elsayed, Dilip Krishnan, Hossein Mobahi, Kevin Regan, Samy Bengio


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On Using Backpropagation for Speech Texture Generation and Voice Conversion

Mar 08, 2018
Jan Chorowski, Ron J. Weiss, Rif A. Saurous, Samy Bengio

* Accepted to ICASSP 2018 

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Discrete Autoencoders for Sequence Models

Jan 29, 2018
ŇĀukasz Kaiser, Samy Bengio


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Context-aware Captions from Context-agnostic Supervision

Jul 31, 2017
Ramakrishna Vedantam, Samy Bengio, Kevin Murphy, Devi Parikh, Gal Chechik

* Accepted to CVPR 2017 (Spotlight) 

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