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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
Learning from Unlabelled Videos Using Contrastive Predictive Neural 3D Mapping Adam W. Harley S. K. Lakshmikanth Fangyu Li Xian Zhou H. Tung Katerina Fragkiadaki SSL 80 5 0 10 Jun 2019
Selfie: Self-supervised Pretraining for Image Embedding Trieu H. Trinh Minh-Thang Luong Quoc V. Le SSL 72 113 0 07 Jun 2019
DeepMDP: Learning Continuous Latent Space Models for Representation Learning Carles Gelada Saurabh Kumar Jacob Buckman Ofir Nachum Marc G. Bellemare BDL 120 290 0 06 Jun 2019
Information Competing Process for Learning Diversified Representations Jie Hu Rongrong Ji Shengchuan Zhang Xiaoshuai Sun QiXiang Ye Chia-Wen Lin Q. Tian 208 14 0 04 Jun 2019
Learning Representations by Maximizing Mutual Information Across Views Philip Bachman R. Devon Hjelm William Buchwalter SSL 243 1,482 0 03 Jun 2019
Putting An End to End-to-End: Gradient-Isolated Learning of Representations Sindy Löwe Peter O'Connor Bastiaan S. Veeling SSL 146 144 0 28 May 2019
Practical and Consistent Estimation of f-Divergences Paul Kishan Rubenstein Olivier Bousquet Josip Djolonga C. Riquelme Ilya O. Tolstikhin 83 45 0 27 May 2019
Self-supervised audio representation learning for mobile devices Marco Tagliasacchi Beat Gfeller Félix de Chaumont Quitry Dominik Roblek SSL AI4TS 81 47 0 24 May 2019
Unsupervised Discovery of Temporal Structure in Noisy Data with Dynamical Components Analysis David G. Clark J. Livezey K. Bouchard AI4TS 101 24 0 23 May 2019
Data-Efficient Image Recognition with Contrastive Predictive Coding Olivier J. Hénaff A. Srinivas J. Fauw Ali Razavi Carl Doersch S. M. Ali Eslami Aaron van den Oord SSL 214 1,437 0 22 May 2019
On Variational Bounds of Mutual Information Ben Poole Sherjil Ozair Aaron van den Oord Alexander A. Alemi George Tucker SSL 140 816 0 16 May 2019
Meta reinforcement learning as task inference Jan Humplik Alexandre Galashov Leonard Hasenclever Pedro A. Ortega Yee Whye Teh N. Heess OffRL 131 128 0 15 May 2019
Scaling and Benchmarking Self-Supervised Visual Representation Learning Priya Goyal D. Mahajan Abhinav Gupta Ishan Misra SSL 138 398 0 03 May 2019
Self-supervised Learning for Video Correspondence Flow Zihang Lai Weidi Xie VOS 109 49 0 02 May 2019
Prediction of Progression to Alzheimer's disease with Deep InfoMax A. Fedorov R. Devon Hjelm A. Abrol Z. Fu Yuhui Du Sergey Plis Vince D. Calhoun MedIm 26 23 0 24 Apr 2019
Graph Element Networks: adaptive, structured computation and memory Ferran Alet Adarsh K. Jeewajee Maria Bauzá Alberto Rodriguez Tomas Lozano-Perez L. Kaelbling AI4CE GNN 153 76 0 18 Apr 2019
Disentangled Representation Learning with Information Maximizing Autoencoder Kazi Nazmul Haque S. Latif R. Rana DRL 47 1 0 18 Apr 2019
Biphasic Learning of GANs for High-Resolution Image-to-Image Translation Jie Cao Huaibo Huang Yi Li Jingtuo Liu Ran He Zhenan Sun GAN 70 4 0 14 Apr 2019
wav2vec: Unsupervised Pre-training for Speech Recognition Steffen Schneider Alexei Baevski R. Collobert Michael Auli SSL 128 577 0 11 Apr 2019
Learning Problem-agnostic Speech Representations from Multiple Self-supervised Tasks Santiago Pascual Mirco Ravanelli Joan Serrà Antonio Bonafonte Yoshua Bengio SSL 133 251 0 06 Apr 2019
An Unsupervised Autoregressive Model for Speech Representation Learning Yu-An Chung Wei-Ning Hsu Hao Tang James R. Glass SSL 133 409 0 05 Apr 2019
Contrastive Predictive Coding Based Feature for Automatic Speaker Verification Cheng-I Jeff Lai SSL 88 27 0 01 Apr 2019
Local Aggregation for Unsupervised Learning of Visual Embeddings Chengxu Zhuang Alex Zhai Daniel L. K. Yamins SSL 109 448 0 29 Mar 2019
Wasserstein Dependency Measure for Representation Learning Sherjil Ozair Corey Lynch Yoshua Bengio Aaron van den Oord Sergey Levine P. Sermanet SSL DRL 148 119 0 28 Mar 2019
Small Data Challenges in Big Data Era: A Survey of Recent Progress on Unsupervised and Semi-Supervised Methods Guo-Jun Qi Jiebo Luo SSL 69 246 0 27 Mar 2019
Learning Correspondence from the Cycle-Consistency of Time Xinyu Wang Allan Jabri Alexei A. Efros SSL 129 492 0 18 Mar 2019
World Discovery Models M. G. Azar Bilal Piot Bernardo Avila-Pires Jean-Bastien Grill Florent Altché Rémi Munos 126 26 0 20 Feb 2019
Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey Longlong Jing Yingli Tian SSL 264 1,707 0 16 Feb 2019
A Geometric Perspective on Optimal Representations for Reinforcement Learning Marc G. Bellemare Will Dabney Robert Dadashi Adrien Ali Taïga Pablo Samuel Castro Nicolas Le Roux Dale Schuurmans Tor Lattimore Clare Lyle 71 90 0 31 Jan 2019
Unsupervised Scalable Representation Learning for Multivariate Time Series Jean-Yves Franceschi Hadrien Hendrikx Martin Jaggi SSL AI4TS 97 463 0 30 Jan 2019
Revisiting Self-Supervised Visual Representation Learning Alexander Kolesnikov Xiaohua Zhai Lucas Beyer SSL 224 719 0 25 Jan 2019
Maximum Entropy Generators for Energy-Based Models Rithesh Kumar Sherjil Ozair Anirudh Goyal Aaron Courville Yoshua Bengio 63 113 0 24 Jan 2019
Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids Construction Nairouz Mrabah N. Khan Riadh Ksantini Z. Lachiri 93 65 0 23 Jan 2019
Mid-Level Visual Representations Improve Generalization and Sample Efficiency for Learning Visuomotor Policies Alexander Sax Bradley Emi Amir Zamir Leonidas Guibas Silvio Savarese Jitendra Malik SSL 93 16 0 31 Dec 2018
Learning Speaker Representations with Mutual Information Mirco Ravanelli Yoshua Bengio SSL DRL 105 91 0 01 Dec 2018
Learning Actionable Representations with Goal-Conditioned Policies Dibya Ghosh Abhishek Gupta Sergey Levine 105 110 0 19 Nov 2018
Neural Predictive Belief Representations Z. Guo M. G. Azar Bilal Piot Bernardo Avila-Pires Rémi Munos SSL 96 81 0 15 Nov 2018
Improving Generalization for Abstract Reasoning Tasks Using Disentangled Feature Representations Xander Steenbrugge Sam Leroux Tim Verbelen Bart Dhoedt OOD DRL 80 68 0 12 Nov 2018
Improving speech emotion recognition via Transformer-based Predictive Coding through transfer learning Zheng Lian Ya Li J. Tao Jian Huang ViT 97 18 0 11 Nov 2018
Formal Limitations on the Measurement of Mutual Information David A. McAllester K. Stratos SSL 137 277 0 10 Nov 2018
Neural Image Compression for Gigapixel Histopathology Image Analysis David Tellez G. Litjens Jeroen van der Laak F. Ciompi 83 209 0 07 Nov 2018
Invertible Residual Networks Jens Behrmann Will Grathwohl Ricky T. Q. Chen David Duvenaud J. Jacobsen UQCV TPM 185 625 0 02 Nov 2018
Learning Cross-Lingual Sentence Representations via a Multi-task Dual-Encoder Model Muthuraman Chidambaram Yinfei Yang Daniel Cer Steve Yuan Yun-hsuan Sung B. Strope R. Kurzweil SSL 85 125 0 30 Oct 2018
Variational Noise-Contrastive Estimation Benjamin Rhodes Michael U. Gutmann BDL DRL 64 16 0 18 Oct 2018
Deep Reinforcement Learning Yuxi Li VLM OffRL 194 144 0 15 Oct 2018
One Size Does Not Fit All: Generating and Evaluating Variable Number of Keyphrases Xingdi Yuan Tong Wang Rui Meng Khushboo Thaker Peter Brusilovsky Daqing He Adam Trischler 89 103 0 11 Oct 2018
Unsupervised Learning via Meta-Learning Kyle Hsu Sergey Levine Chelsea Finn SSL OffRL 125 230 0 04 Oct 2018
Near-Optimal Representation Learning for Hierarchical Reinforcement Learning Ofir Nachum S. Gu Honglak Lee Sergey Levine 102 211 0 02 Oct 2018
Deep Graph Infomax Petar Velickovic W. Fedus William L. Hamilton Pietro Lio Yoshua Bengio R. Devon Hjelm GNN 136 2,414 0 27 Sep 2018
Learning deep representations by mutual information estimation and maximization R. Devon Hjelm A. Fedorov Samuel Lavoie-Marchildon Karan Grewal Phil Bachman Adam Trischler Yoshua Bengio SSL DRL 453 2,677 0 20 Aug 2018