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Representation Learning with Contrastive Predictive Coding
v1v2 (latest)

Representation Learning with Contrastive Predictive Coding

10 July 2018
Aaron van den Oord
Yazhe Li
Oriol Vinyals
    DRLSSL
ArXiv (abs)PDFHTML

Papers citing "Representation Learning with Contrastive Predictive Coding"

50 / 3,229 papers shown
Title
Learning Robust and Multilingual Speech Representations
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
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
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
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
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
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
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
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
Unsupervised Representation Learning by Predicting Random Distances
Hu Wang
Guansong Pang
Chunhua Shen
Congbo Ma
OODSSL
57
74
0
22 Dec 2019
Predictive Coding for Boosting Deep Reinforcement Learning with Sparse
  Rewards
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
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
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
End-to-End Learning of Visual Representations from Uncurated Instructional Videos
Antoine Miech
Jean-Baptiste Alayrac
Lucas Smaira
Ivan Laptev
Josef Sivic
Andrew Zisserman
VGenSSL
156
713
0
13 Dec 2019
Multimodal Self-Supervised Learning for Medical Image Analysis
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
Unsupervised Curricula for Visual Meta-Reinforcement Learning
Allan Jabri
Kyle Hsu
Benjamin Eysenbach
Abhishek Gupta
Sergey Levine
Chelsea Finn
VLMOODSSLOffRL
70
65
0
09 Dec 2019
Learning Disentangled Representations via Mutual Information Estimation
Learning Disentangled Representations via Mutual Information Estimation
E. Sanchez
M. Serrurier
M. Ortner
SSLDRL
93
96
0
09 Dec 2019
No Representation without Transformation
No Representation without Transformation
Giorgio Giannone
Saeed Saremi
Jonathan Masci
Christian Osendorfer
BDLDRL
40
2
0
09 Dec 2019
ClusterFit: Improving Generalization of Visual Representations
ClusterFit: Improving Generalization of Visual Representations
Xueting Yan
Ishan Misra
Abhinav Gupta
Deepti Ghadiyaram
D. Mahajan
SSLVLM
134
133
0
06 Dec 2019
Self-Supervised Learning of Video-Induced Visual Invariances
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
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
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
Self-Supervised Learning of Pretext-Invariant Representations
Ishan Misra
Laurens van der Maaten
SSLVLM
113
1,460
0
04 Dec 2019
Dream to Control: Learning Behaviors by Latent Imagination
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
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
Contrastive Learning of Structured World Models
Thomas Kipf
Elise van der Pol
Max Welling
OCLDRL
132
285
0
27 Nov 2019
Oops! Predicting Unintentional Action in Video
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Skip-Clip: Self-Supervised Spatiotemporal Representation Learning by Future Clip Order Ranking
Alaaeldin El-Nouby
Shuangfei Zhai
Graham W. Taylor
J. Susskind
AI4TSSSLCLIP
52
15
0
28 Oct 2019
Towards Unsupervised Speech Recognition and Synthesis with Quantized
  Speech Representation Learning
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
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
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
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
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
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
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
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
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
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
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