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Representation Learning with Contrastive Predictive Coding

10 July 2018

Papers citing "Representation Learning with Contrastive Predictive Coding"

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Title
Hallucinative Topological Memory for Zero-Shot Visual Planning Kara Liu Thanard Kurutach Christine Tung Pieter Abbeel Aviv Tamar 89 48 0 27 Feb 2020
Learning Representations by Predicting Bags of Visual Words Spyros Gidaris Andrei Bursuc N. Komodakis P. Pérez Matthieu Cord SSL 120 118 0 27 Feb 2020
Plannable Approximations to MDP Homomorphisms: Equivariance under Actions Elise van der Pol Thomas Kipf F. Oliehoek Max Welling 81 80 0 27 Feb 2020
Towards Learning a Universal Non-Semantic Representation of Speech Joel Shor A. Jansen Ronnie Maor Oran Lang Omry Tuval Félix de Chaumont Quitry Marco Tagliasacchi Ira Shavitt Dotan Emanuel Yinnon A. Haviv SSL 173 160 0 25 Feb 2020
A Theory of Usable Information Under Computational Constraints Yilun Xu Shengjia Zhao Jiaming Song Russell Stewart Stefano Ermon 119 175 0 25 Feb 2020
Discriminative Particle Filter Reinforcement Learning for Complex Partial Observations Xiao Ma Peter Karkus David Hsu W. Lee N. Ye OffRL 51 43 0 23 Feb 2020
Learning Dynamic Belief Graphs to Generalize on Text-Based Games Ashutosh Adhikari Xingdi Yuan Marc-Alexandre Côté M. Zelinka Marc-Antoine Rondeau Romain Laroche Pascal Poupart Jian Tang Adam Trischler William L. Hamilton AI4CE 100 81 0 21 Feb 2020
Neural Bayes: A Generic Parameterization Method for Unsupervised Representation Learning Devansh Arpit Huan Wang Caiming Xiong R. Socher Yoshua Bengio SSL 44 2 0 20 Feb 2020
Automatic Shortcut Removal for Self-Supervised Representation Learning Matthias Minderer Olivier Bachem N. Houlsby Michael Tschannen SSL 94 73 0 20 Feb 2020
A survey on Semi-, Self- and Unsupervised Learning for Image Classification Lars Schmarje M. Santarossa Simon-Martin Schroder Reinhard Koch SSL VLM 104 165 0 20 Feb 2020
CoLES: Contrastive Learning for Event Sequences with Self-Supervision Dmitrii Babaev Ivan Kireev Nikita Ovsov Maria Ivanova Gleb Gusev Ivan Nazarov Alexander Tuzhilin SSL AI4TS 63 27 0 19 Feb 2020
Conditional Mutual information-based Contrastive Loss for Financial Time Series Forecasting Hanwei Wu Ather Gattami M. Flierl AI4TS 72 14 0 18 Feb 2020
Learning Robust Representations via Multi-View Information Bottleneck Marco Federici Anjan Dutta Patrick Forré Nate Kushman Zeynep Akata SLR 98 260 0 17 Feb 2020
Convergence of End-to-End Training in Deep Unsupervised Contrastive Learning Zixin Wen SSL 79 3 0 17 Feb 2020
UniVL: A Unified Video and Language Pre-Training Model for Multimodal Understanding and Generation Huaishao Luo Lei Ji Botian Shi Haoyang Huang Nan Duan Tianrui Li Jason Li Xilin Chen Ming Zhou VLM 149 438 0 15 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 479 19,004 0 13 Feb 2020
The Conditional Entropy Bottleneck Ian S. Fischer OOD 127 122 0 13 Feb 2020
Subclass Distillation Rafael Müller Simon Kornblith Geoffrey E. Hinton 80 33 0 10 Feb 2020
On Contrastive Learning for Likelihood-free Inference Conor Durkan Iain Murray George Papamakarios BDL 254 124 0 10 Feb 2020
On the Estimation of Information Measures of Continuous Distributions Georg Pichler Pablo Piantanida Günther Koliander 73 13 0 07 Feb 2020
Unsupervised pretraining transfers well across languages M. Rivière Armand Joulin Pierre-Emmanuel Mazaré Emmanuel Dupoux SSL VLM 78 209 0 07 Feb 2020
Social diversity and social preferences in mixed-motive reinforcement learning Kevin R. McKee I. Gemp Brian McWilliams Edgar A. Duénez-Guzmán Edward Hughes Joel Z Leibo 97 85 0 06 Feb 2020
Graph Representation Learning via Graphical Mutual Information Maximization Zhen Peng Wenbing Huang Minnan Luo Q. Zheng Yu Rong Tingyang Xu Junzhou Huang SSL 170 588 0 04 Feb 2020
Deep Self-Supervised Representation Learning for Free-Hand Sketch Peng Xu Zeyu Song Qiyue Yin Yi-Zhe Song Liang Wang SSL 96 41 0 03 Feb 2020
Learning Robust and Multilingual Speech Representations Kazuya Kawakami Luyu Wang Chris Dyer Phil Blunsom Aaron van den Oord SSL 99 100 0 29 Jan 2020
Unsupervised Pre-training of Bidirectional Speech Encoders via Masked Reconstruction Weiran Wang Qingming Tang Karen Livescu SSL 91 98 0 28 Jan 2020
TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network Jiaming Shen Zhihong Shen Chenyan Xiong Chi Wang Kuansan Wang Jiawei Han 83 78 0 26 Jan 2020
Multi-task self-supervised learning for Robust Speech Recognition Mirco Ravanelli Jianyuan Zhong Santiago Pascual P. Swietojanski João Monteiro J. Trmal Yoshua Bengio SSL 292 290 0 25 Jan 2020
Optimized Generic Feature Learning for Few-shot Classification across Domains Tonmoy Saikia Thomas Brox Cordelia Schmid VLM 77 49 0 22 Jan 2020
Visually Guided Self Supervised Learning of Speech Representations Abhinav Shukla Konstantinos Vougioukas Pingchuan Ma Stavros Petridis Maja Pantic SSL 80 25 0 13 Jan 2020
ProphetNet: Predicting Future N-gram for Sequence-to-Sequence Pre-training Weizhen Qi Yu Yan Yeyun Gong Dayiheng Liu Nan Duan Jiusheng Chen Ruofei Zhang Ming Zhou AI4TS 162 450 0 13 Jan 2020
Learning to Navigate Using Mid-Level Visual Priors Alexander Sax Jeffrey O. Zhang Bradley Emi Amir Zamir Silvio Savarese Leonidas Guibas Jitendra Malik SSL 96 59 0 23 Dec 2019
Unsupervised Representation Learning by Predicting Random Distances Hu Wang Guansong Pang Chunhua Shen Congbo Ma OOD SSL 57 74 0 22 Dec 2019
Predictive Coding for Boosting Deep Reinforcement Learning with Sparse Rewards Xingyu Lu Stas Tiomkin Pieter Abbeel OffRL 74 5 0 21 Dec 2019
Pathomic Fusion: An Integrated Framework for Fusing Histopathology and Genomic Features for Cancer Diagnosis and Prognosis Richard J. Chen Ming Y. Lu Jingwen Wang Drew F. K. Williamson S. Rodig N. Lindeman Faisal Mahmood 114 416 0 18 Dec 2019
Libri-Light: A Benchmark for ASR with Limited or No Supervision Jacob Kahn M. Rivière Weiyi Zheng Evgeny Kharitonov Qiantong Xu ... Tatiana Likhomanenko Gabriel Synnaeve Armand Joulin Abdel-rahman Mohamed Emmanuel Dupoux AuLLM 180 674 0 17 Dec 2019
End-to-End Learning of Visual Representations from Uncurated Instructional Videos Antoine Miech Jean-Baptiste Alayrac Lucas Smaira Ivan Laptev Josef Sivic Andrew Zisserman VGen SSL 162 713 0 13 Dec 2019
Multimodal Self-Supervised Learning for Medical Image Analysis Aiham Taleb C. Lippert T. Klein Moin Nabi SSL 99 98 0 11 Dec 2019
Unsupervised Curricula for Visual Meta-Reinforcement Learning Allan Jabri Kyle Hsu Benjamin Eysenbach Abhishek Gupta Sergey Levine Chelsea Finn VLM OOD SSL OffRL 84 65 0 09 Dec 2019
Learning Disentangled Representations via Mutual Information Estimation E. Sanchez M. Serrurier M. Ortner SSL DRL 98 96 0 09 Dec 2019
No Representation without Transformation Giorgio Giannone Saeed Saremi Jonathan Masci Christian Osendorfer BDL DRL 47 2 0 09 Dec 2019
ClusterFit: Improving Generalization of Visual Representations Xueting Yan Ishan Misra Abhinav Gupta Deepti Ghadiyaram D. Mahajan SSL VLM 146 133 0 06 Dec 2019
Self-Supervised Learning of Video-Induced Visual Invariances Michael Tschannen Josip Djolonga Marvin Ritter Aravindh Mahendran Xiaohua Zhai N. Houlsby Sylvain Gelly Mario Lucic SSL 142 63 0 05 Dec 2019
Hindsight Credit Assignment Anna Harutyunyan Will Dabney Thomas Mesnard M. G. Azar Bilal Piot ... H. V. Hasselt Greg Wayne Satinder Singh Doina Precup Rémi Munos 100 75 0 05 Dec 2019
Learnt dynamics generalizes across tasks, datasets, and populations Usman Mahmood M. M. Rahman A. Fedorov Z. Fu Vince D. Calhoun Sergey Plis 38 4 0 04 Dec 2019
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 137 1,461 0 04 Dec 2019
Dream to Control: Learning Behaviors by Latent Imagination Danijar Hafner Timothy Lillicrap Jimmy Ba Mohammad Norouzi VLM 253 1,378 0 03 Dec 2019
QUEST: Quantized embedding space for transferring knowledge Himalaya Jain Spyros Gidaris N. Komodakis P. Pérez Matthieu Cord 52 14 0 03 Dec 2019
Probing the State of the Art: A Critical Look at Visual Representation Evaluation Cinjon Resnick Zeping Zhan Joan Bruna AI4TS 54 12 0 30 Nov 2019
Contrastive Learning of Structured World Models Thomas Kipf Elise van der Pol Max Welling OCL DRL 142 285 0 27 Nov 2019