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International Conference on Learning Representations · 会议 · Machine Learning

共收录 9461
1710.04087 2018-01-31 cs.CL

Word Translation Without Parallel Data

Alexis Conneau, Guillaume Lample, Marc'Aurelio Ranzato, Ludovic Denoyer, Hervé Jégou

Comments ICLR 2018

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1708.08819 2018-01-31 cs.LG cs.GT stat.ML

Coulomb GANs: Provably Optimal Nash Equilibria via Potential Fields

Thomas Unterthiner, Bernhard Nessler, Calvin Seward, Günter Klambauer, Martin Heusel, Hubert Ramsauer, Sepp Hochreiter

Comments Published as a conference paper at ICLR (International Conference on Learning Representations) 2018. Implementation available at https://github.com/bioinf-jku/coulomb_gan

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1801.08214 2018-01-29 cs.LG cs.AI cs.RO

Active Neural Localization

Devendra Singh Chaplot, Emilio Parisotto, Ruslan Salakhutdinov

Comments Under Review at ICLR-18, 15 pages, 7 figures

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1711.00117 2018-01-29 cs.CV

Countering Adversarial Images using Input Transformations

Chuan Guo, Mayank Rana, Moustapha Cisse, Laurens van der Maaten

Comments 12 pages, 6 figures, submitted to ICLR 2018

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1710.10460 2018-01-09 cs.NE cs.CV

Toward predictive machine learning for active vision

Emmanuel Daucé

Comments submitted to ICLR 2018

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1706.08033 2018-01-09 cs.CV

Decomposing Motion and Content for Natural Video Sequence Prediction

Ruben Villegas, Jimei Yang, Seunghoon Hong, Xunyu Lin, Honglak Lee

Comments International Conference on Learning Representations (ICLR) 2017

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1711.01239 2018-01-03 cs.LG cs.CV cs.NE

Routing Networks: Adaptive Selection of Non-linear Functions for Multi-Task Learning

Clemens Rosenbaum, Tim Klinger, Matthew Riemer

Comments Under Review at ICLR 2018

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1710.10280 2018-01-03 cs.CL cs.LG stat.ML

One-shot and few-shot learning of word embeddings

Andrew K. Lampinen, James L. McClelland

Comments 15 pages, 7 figures, under review as a conference paper at ICLR 2018

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1712.05882 2017-12-19 cs.LG stat.ML

On reproduction of On the regularization of Wasserstein GANs

Junghoon Seo, Taegyun Jeon

Comments 9 pages, 9 figures, ICLR 2018 reproducibility challenge

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1712.05440 2017-12-18 cs.LG cs.GT

Nonparametric Neural Networks

George Philipp, Jaime G. Carbonell

Comments ICLR 2017

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1712.03835 2017-12-12 cs.CV

Unsupervised Feature Learning for Audio Analysis

Matthias Meyer, Jan Beutel, Lothar Thiele

Comments Presented at the 5th International Conference on Learning Representations (ICLR) 2017, Workshop Track, Toulon, France

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1605.03795 2017-12-11 stat.ML cs.LG

Exponential Machines

Alexander Novikov, Mikhail Trofimov, Ivan Oseledets

Comments ICLR-2017 workshop track paper

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1701.04465 2017-11-28 cs.NE cs.LG

The Incredible Shrinking Neural Network: New Perspectives on Learning Representations Through The Lens of Pruning

Aditya Sharma, Nikolas Wolfe, Bhiksha Raj

Comments 30 pages, 36 figures, submission to ICLR 2017

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1511.06660 2017-11-16 cs.LG

Modeling the Temporal Nature of Human Behavior for Demographics Prediction

Bjarke Felbo, Pål Sundsøy, Alex 'Sandy' Pentland, Sune Lehmann, Yves-Alexandre de Montjoye

Comments Accepted at ECML 2017. A previous version of this paper was titled 'Using Deep Learning to Predict Demographics from Mobile Phone Metadata' and was accepted at the ICLR 2016 workshop

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1711.04528 2017-11-15 stat.ML cs.AI cs.LG

Simple And Efficient Architecture Search for Convolutional Neural Networks

Thomas Elsken, Jan-Hendrik Metzen, Frank Hutter

Comments Under review as a conference paper at ICLR 2018

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1711.04436 2017-11-15 cs.CL cs.AI cs.DB

SQLNet: Generating Structured Queries From Natural Language Without Reinforcement Learning

Xiaojun Xu, Chang Liu, Dawn Song

Comments Submitting to ICLR 2018

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1711.04352 2017-11-15 cs.CL

Fast Reading Comprehension with ConvNets

Felix Wu, Ni Lao, John Blitzer, Guandao Yang, Kilian Weinberger

Comments 15 pages, 10 figures, submitted to ICLR 2018

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1612.01543 2017-11-15 cs.CV cs.LG cs.NE

Towards the Limit of Network Quantization

Yoojin Choi, Mostafa El-Khamy, Jungwon Lee

Comments Published as a conference paper at ICLR 2017

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1312.6204 2017-11-10 cs.CV cs.LG cs.NE

One-Shot Adaptation of Supervised Deep Convolutional Models

Judy Hoffman, Eric Tzeng, Jeff Donahue, Yangqing Jia, Kate Saenko, Trevor Darrell

Journal ref ICLR Workshop 2014

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1301.3224 2017-11-10 cs.LG

Efficient Learning of Domain-invariant Image Representations

Judy Hoffman, Erik Rodner, Jeff Donahue, Trevor Darrell, Kate Saenko

Journal ref ICLR 2013

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1711.02879 2017-11-09 cs.LG cs.CR

LatentPoison - Adversarial Attacks On The Latent Space

Antonia Creswell, Anil A. Bharath, Biswa Sengupta

Comments Submitted to ICLR 2018

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1705.10823 2017-11-09 cs.LG cs.CV cs.NE

Accelerating Neural Architecture Search using Performance Prediction

Bowen Baker, Otkrist Gupta, Ramesh Raskar, Nikhil Naik

Comments Submitted to International Conference on Learning Representations, (2018)

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1711.02245 2017-11-08 cs.CV

Challenges in Disentangling Independent Factors of Variation

Attila Szabó, Qiyang Hu, Tiziano Portenier, Matthias Zwicker, Paolo Favaro

Comments Submitted to ICLR 2018

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1704.05119 2017-11-08 cs.LG cs.CL

Exploring Sparsity in Recurrent Neural Networks

Sharan Narang, Erich Elsen, Gregory Diamos, Shubho Sengupta

Comments Published as a conference paper at ICLR 2017

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1705.11192 2017-11-07 cs.LG cs.CL cs.CV cs.MA

Emergence of Language with Multi-agent Games: Learning to Communicate with Sequences of Symbols

Serhii Havrylov, Ivan Titov

Comments The paper was accepted at NIPS 2017. The extended abstract was presented at ICLR 2017 workshop track

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1710.11549 2017-11-01 cs.SD cs.MM eess.AS

Melody Generation for Pop Music via Word Representation of Musical Properties

Andrew Shin, Leopold Crestel, Hiroharu Kato, Kuniaki Saito, Katsunori Ohnishi, Masataka Yamaguchi, Masahiro Nakawaki, Yoshitaka Ushiku, Tatsuya Harada

Comments submitted to ICLR 2018

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1611.04499 2017-11-01 stat.ML cs.LG

Post Training in Deep Learning with Last Kernel

Thomas Moreau, Julien Audiffren

Comments submitted to ICLR 2018

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1705.07136 2017-10-31 cs.LG cs.CL stat.ML

Softmax Q-Distribution Estimation for Structured Prediction: A Theoretical Interpretation for RAML

Xuezhe Ma, Pengcheng Yin, Jingzhou Liu, Graham Neubig, Eduard Hovy

Comments Under Review of ICLR 2018

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1611.09430 2017-10-24 cs.NE cs.AI cs.LG

Emergence of foveal image sampling from learning to attend in visual scenes

Brian Cheung, Eric Weiss, Bruno Olshausen

Comments Published as a conference paper at ICLR 2017

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1611.07476 2017-10-06 cs.LG

Eigenvalues of the Hessian in Deep Learning: Singularity and Beyond

Levent Sagun, Leon Bottou, Yann LeCun

Comments ICLR submission, 2016 - updated to match the openreview.net version

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