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On the Convergence of Adam and Adagrad

Mar 05, 2020
Alexandre Défossez, Léon Bottou, Francis Bach, Nicolas Usunier

* 19 pages, 0 figures, preprint version 

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Music Source Separation in the Waveform Domain

Nov 27, 2019
Alexandre Défossez, Nicolas Usunier, Léon Bottou, Francis Bach


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Symplectic Recurrent Neural Networks

Sep 29, 2019
Zhengdao Chen, Jianyu Zhang, Martin Arjovsky, Léon Bottou


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Demucs: Deep Extractor for Music Sources with extra unlabeled data remixed

Sep 03, 2019
Alexandre Défossez, Nicolas Usunier, Léon Bottou, Francis Bach


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Invariant Risk Minimization

Jul 05, 2019
Martin Arjovsky, Léon Bottou, Ishaan Gulrajani, David Lopez-Paz


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Scaling Laws for the Principled Design, Initialization and Preconditioning of ReLU Networks

Jun 10, 2019
Aaron Defazio, Léon Bottou


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Cold Case: The Lost MNIST Digits

May 25, 2019
Chhavi Yadav, Léon Bottou


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Controlling Covariate Shift using Equilibrium Normalization of Weights

Dec 11, 2018
Aaron Defazio, Léon Bottou


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On the Ineffectiveness of Variance Reduced Optimization for Deep Learning

Dec 11, 2018
Aaron Defazio, Léon Bottou


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SING: Symbol-to-Instrument Neural Generator

Oct 23, 2018
Alexandre Défossez, Neil Zeghidour, Nicolas Usunier, Léon Bottou, Francis Bach

* Conference on Neural Information Processing Systems (NIPS), Dec 2018, Montr{\'e}al, Canada 

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Adversarial Vulnerability of Neural Networks Increases With Input Dimension

Oct 08, 2018
Carl-Johann Simon-Gabriel, Yann Ollivier, Léon Bottou, Bernhard Schölkopf, David Lopez-Paz

* 10 pages main text and references, 8 pages appendix, 7 figures 

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WNGrad: Learn the Learning Rate in Gradient Descent

Mar 07, 2018
Xiaoxia Wu, Rachel Ward, Léon Bottou

* 10 pages, 3 figures, conference 

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Optimization Methods for Large-Scale Machine Learning

Feb 08, 2018
Léon Bottou, Frank E. Curtis, Jorge Nocedal


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Wasserstein GAN

Dec 06, 2017
Martin Arjovsky, Soumith Chintala, Léon Bottou


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Discovering Causal Signals in Images

Oct 31, 2017
David Lopez-Paz, Robert Nishihara, Soumith Chintala, Bernhard Schölkopf, Léon Bottou


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Diagonal Rescaling For Neural Networks

May 25, 2017
Jean Lafond, Nicolas Vasilache, Léon Bottou


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Towards Principled Methods for Training Generative Adversarial Networks

Jan 17, 2017
Martin Arjovsky, Léon Bottou


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No Regret Bound for Extreme Bandits

Apr 11, 2016
Robert Nishihara, David Lopez-Paz, Léon Bottou

* 11 pages, International Conference on Artificial Intelligence and Statistics, 2016 

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Unifying distillation and privileged information

Feb 26, 2016
David Lopez-Paz, Léon Bottou, Bernhard Schölkopf, Vladimir Vapnik

* Proceedings of the International Conference on Learning Representations (2016) 1-10 

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Counterfactual Reasoning and Learning Systems

Jul 27, 2013
Léon Bottou, Jonas Peters, Joaquin Quiñonero-Candela, Denis X. Charles, D. Max Chickering, Elon Portugaly, Dipankar Ray, Patrice Simard, Ed Snelson

* revised version 

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