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Representation Learning with Contrastive Predictive Coding

10 July 2018

Papers citing "Representation Learning with Contrastive Predictive Coding"

50 / 3,229 papers shown

Title
Learning Robust and Multilingual Speech Representations Kazuya Kawakami Luyu Wang Chris Dyer Phil Blunsom Aaron van den Oord SSL 97 100 0 29 Jan 2020
Unsupervised Pre-training of Bidirectional Speech Encoders via Masked Reconstruction Weiran Wang Qingming Tang Karen Livescu SSL 84 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 288 290 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 140 450 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 91 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 70 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 96 413 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 145 674 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 156 713 0 13 Dec 2019
Multimodal Self-Supervised Learning for Medical Image Analysis Aiham Taleb C. Lippert T. Klein Moin Nabi SSL 91 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 70 65 0 09 Dec 2019
Learning Disentangled Representations via Mutual Information Estimation E. Sanchez M. Serrurier M. Ortner SSL DRL 93 96 0 09 Dec 2019
No Representation without Transformation Giorgio Giannone Saeed Saremi Jonathan Masci Christian Osendorfer BDL DRL 40 2 0 09 Dec 2019
ClusterFit: Improving Generalization of Visual Representations Xueting Yan Ishan Misra Abhinav Gupta Deepti Ghadiyaram D. Mahajan SSL VLM 134 133 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 138 62 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 95 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 36 4 0 04 Dec 2019
Self-Supervised Learning of Pretext-Invariant Representations Ishan Misra Laurens van der Maaten SSL VLM 113 1,460 0 04 Dec 2019
Dream to Control: Learning Behaviors by Latent Imagination Danijar Hafner Timothy Lillicrap Jimmy Ba Mohammad Norouzi VLM 185 1,376 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 132 285 0 27 Nov 2019
Oops! Predicting Unintentional Action in Video Dave Epstein Boyuan Chen Carl Vondrick 115 103 0 25 Nov 2019
Learning Hierarchical Discrete Linguistic Units from Visually-Grounded Speech David Harwath Wei-Ning Hsu James R. Glass 101 85 0 21 Nov 2019
Unsupervised Deep Metric Learning via Auxiliary Rotation Loss Xuefei Cao Bor-Chun Chen Ser-Nam Lim SSL 57 19 0 16 Nov 2019
Transfer Learning of fMRI Dynamics Usman Mahmood Md. Mahfuzur Rahman A. Fedorov Z. Fu Sergey Plis 34 9 0 16 Nov 2019
Self-Supervised Learning For Few-Shot Image Classification Da Chen YueFeng Chen Yuhong Li Feng Mao Yuan He Hui Xue SSL 73 111 0 14 Nov 2019
Coincidence, Categorization, and Consolidation: Learning to Recognize Sounds with Minimal Supervision A. Jansen D. Ellis Shawn Hershey R. C. Moore Manoj Plakal Ashok Popat Rif A. Saurous SSL 67 27 0 14 Nov 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 272 12,164 0 13 Nov 2019
Self-labelling via simultaneous clustering and representation learning Yuki M. Asano Christian Rupprecht Andrea Vedaldi SSL 131 778 0 13 Nov 2019
Effectiveness of self-supervised pre-training for speech recognition Alexei Baevski Michael Auli Abdel-rahman Mohamed SSL 113 147 0 10 Nov 2019
Conditional Mutual Information Neural Estimator Sina Molavipour Germán Bassi Mikael Skoglund 122 14 0 06 Nov 2019
A Unified Stochastic Gradient Approach to Designing Bayesian-Optimal Experiments Adam Foster M. Jankowiak M. O'Meara Yee Whye Teh Tom Rainforth BDL 67 61 0 01 Nov 2019
Generalization of Reinforcement Learners with Working and Episodic Memory Meire Fortunato Melissa Tan Ryan Faulkner Steven Hansen Adria Puigdomenech Badia Gavin Buttimore Charlie Deck Joel Z Leibo Charles Blundell 117 70 0 29 Oct 2019
Weakly Supervised Prostate TMA Classification via Graph Convolutional Networks Jingwen Wang Richard J. Chen Ming Y. Lu Alexander S. Baras Faisal Mahmood MedIm 178 58 0 29 Oct 2019
Learning to Predict Without Looking Ahead: World Models Without Forward Prediction C. Freeman Luke Metz David R Ha 82 36 0 29 Oct 2019
Skip-Clip: Self-Supervised Spatiotemporal Representation Learning by Future Clip Order Ranking Alaaeldin El-Nouby Shuangfei Zhai Graham W. Taylor J. Susskind AI4TS SSL CLIP 52 15 0 28 Oct 2019
Towards Unsupervised Speech Recognition and Synthesis with Quantized Speech Representation Learning Alexander H. Liu Tao Tu Hung-yi Lee Lin-Shan Lee SSL 105 50 0 28 Oct 2019
Training ASR models by Generation of Contextual Information Kritika Singh Dmytro Okhonko Jun Liu Yongqiang Wang Frank Zhang ... Sergey Edunov Fuchun Peng Yatharth Saraf Geoffrey Zweig Abdel-rahman Mohamed 61 7 0 27 Oct 2019
SPICE: Self-supervised Pitch Estimation Beat Gfeller Christian Frank Dominik Roblek Matthew Sharifi Marco Tagliasacchi Mihajlo Velimirović 78 80 0 25 Oct 2019
Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders Andy T. Liu Shu-Wen Yang Po-Han Chi Po-Chun Hsu Hung-yi Lee SSL 161 374 0 25 Oct 2019
Unsupervised Representation Learning with Future Observation Prediction for Speech Emotion Recognition Zheng Lian J. Tao Bin Liu Jian Huang SSL 56 17 0 24 Oct 2019
Semi-Supervised Histology Classification using Deep Multiple Instance Learning and Contrastive Predictive Coding Ming Y. Lu Richard J. Chen Jingwen Wang Debora Dillon Faisal Mahmood SSL 112 99 0 23 Oct 2019
Contrastive Representation Distillation Yonglong Tian Dilip Krishnan Phillip Isola 242 1,057 0 23 Oct 2019
Generative Pre-Training for Speech with Autoregressive Predictive Coding Yu-An Chung James R. Glass SSL 98 174 0 23 Oct 2019
Improving Transformer-based Speech Recognition Using Unsupervised Pre-training Dongwei Jiang Xiaoning Lei Wubo Li Ne Luo Yuxuan Hu Wei Zou Xiangang Li 91 99 0 22 Oct 2019
Self-Supervised Sim-to-Real Adaptation for Visual Robotic Manipulation Rae Jeong Y. Aytar D. Khosid Yuxiang Zhou Jackie Kay Thomas Lampe Konstantinos Bousmalis F. Nori SSL 48 58 0 21 Oct 2019