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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
A Mutual Information Maximization Perspective of Language Representation
  Learning
A Mutual Information Maximization Perspective of Language Representation Learning
Lingpeng Kong
Cyprien de Masson dÁutume
Wang Ling
Lei Yu
Zihang Dai
Dani Yogatama
SSL
284
167
0
18 Oct 2019
Understanding the Limitations of Variational Mutual Information
  Estimators
Understanding the Limitations of Variational Mutual Information Estimators
Jiaming Song
Stefano Ermon
SSLDRL
85
204
0
14 Oct 2019
Self-supervised Label Augmentation via Input Transformations
Self-supervised Label Augmentation via Input Transformations
Hankook Lee
Sung Ju Hwang
Jinwoo Shin
SSL
68
63
0
14 Oct 2019
vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations
vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations
Alexei Baevski
Steffen Schneider
Michael Auli
SSL
185
668
0
12 Oct 2019
When Does Self-supervision Improve Few-shot Learning?
When Does Self-supervision Improve Few-shot Learning?
Jong-Chyi Su
Subhransu Maji
B. Hariharan
98
171
0
08 Oct 2019
Unsupervised Domain Adaptation through Self-Supervision
Unsupervised Domain Adaptation through Self-Supervision
Yu Sun
Eric Tzeng
Trevor Darrell
Alexei A. Efros
OODSSL
80
238
0
26 Sep 2019
BottleSum: Unsupervised and Self-supervised Sentence Summarization using
  the Information Bottleneck Principle
BottleSum: Unsupervised and Self-supervised Sentence Summarization using the Information Bottleneck Principle
Peter West
Ari Holtzman
Jan Buys
Yejin Choi
SSL
79
63
0
16 Sep 2019
Video Representation Learning by Dense Predictive Coding
Video Representation Learning by Dense Predictive Coding
Tengda Han
Weidi Xie
Andrew Zisserman
SSL
115
361
0
10 Sep 2019
QAInfomax: Learning Robust Question Answering System by Mutual
  Information Maximization
QAInfomax: Learning Robust Question Answering System by Mutual Information Maximization
Yi-Ting Yeh
Yun-Nung Chen
81
35
0
31 Aug 2019
Detecting semantic anomalies
Detecting semantic anomalies
Faruk Ahmed
Aaron Courville
98
84
0
13 Aug 2019
Transferable Representation Learning in Vision-and-Language Navigation
Transferable Representation Learning in Vision-and-Language Navigation
Haoshuo Huang
Vihan Jain
Harsh Mehta
Alexander Ku
Gabriel Ilharco
Jason Baldridge
Eugene Ie
LM&Ro
79
89
0
09 Aug 2019
On Mutual Information Maximization for Representation Learning
On Mutual Information Maximization for Representation Learning
Michael Tschannen
Josip Djolonga
Paul Kishan Rubenstein
Sylvain Gelly
Mario Lucic
SSL
196
502
0
31 Jul 2019
On the difficulty of learning and predicting the long-term dynamics of
  bouncing objects
On the difficulty of learning and predicting the long-term dynamics of bouncing objects
Alberto Cenzato
Alberto Testolin
Marco Zorzi
59
4
0
31 Jul 2019
Finding Moments in Video Collections Using Natural Language
Finding Moments in Video Collections Using Natural Language
Victor Escorcia
Mattia Soldan
Josef Sivic
Guohao Li
Bryan C. Russell
55
7
0
30 Jul 2019
Charting the Right Manifold: Manifold Mixup for Few-shot Learning
Charting the Right Manifold: Manifold Mixup for Few-shot Learning
Puneet Mangla
M. Singh
Abhishek Sinha
Nupur Kumari
V. Balasubramanian
Balaji Krishnamurthy
SSL
113
329
0
28 Jul 2019
Large Scale Adversarial Representation Learning
Large Scale Adversarial Representation Learning
Jeff Donahue
Karen Simonyan
SSL
141
545
0
04 Jul 2019
Stochastic Latent Actor-Critic: Deep Reinforcement Learning with a
  Latent Variable Model
Stochastic Latent Actor-Critic: Deep Reinforcement Learning with a Latent Variable Model
Alex X. Lee
Anusha Nagabandi
Pieter Abbeel
Sergey Levine
OffRLBDL
93
382
0
01 Jul 2019
BERTphone: Phonetically-Aware Encoder Representations for
  Utterance-Level Speaker and Language Recognition
BERTphone: Phonetically-Aware Encoder Representations for Utterance-Level Speaker and Language Recognition
Shaoshi Ling
Julian Salazar
Yuzong Liu
Katrin Kirchhoff
SSL
93
28
0
30 Jun 2019
Using Self-Supervised Learning Can Improve Model Robustness and
  Uncertainty
Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty
Dan Hendrycks
Mantas Mazeika
Saurav Kadavath
Basel Alomair
OODSSL
69
953
0
28 Jun 2019
Learning Belief Representations for Imitation Learning in POMDPs
Learning Belief Representations for Imitation Learning in POMDPs
Tanmay Gangwani
Joel Lehman
Qiang Liu
Jian Peng
59
37
0
22 Jun 2019
Shaping Belief States with Generative Environment Models for RL
Shaping Belief States with Generative Environment Models for RL
Karol Gregor
Danilo Jimenez Rezende
F. Besse
Yan Wu
Hamza Merzic
Aaron van den Oord
OffRLAI4CE
129
119
0
21 Jun 2019
Unsupervised State Representation Learning in Atari
Unsupervised State Representation Learning in Atari
Ankesh Anand
Evan Racah
Sherjil Ozair
Yoshua Bengio
Marc-Alexandre Côté
R. Devon Hjelm
SSL
162
255
0
19 Jun 2019
Disentangled Inference for GANs with Latently Invertible Autoencoder
Disentangled Inference for GANs with Latently Invertible Autoencoder
Jiapeng Zhu
Deli Zhao
Bo Zhang
Bolei Zhou
GANDRL
92
35
0
19 Jun 2019
Contrastive Multiview Coding
Contrastive Multiview Coding
Yonglong Tian
Dilip Krishnan
Phillip Isola
SSL
203
2,414
0
13 Jun 2019
Learning Video Representations using Contrastive Bidirectional
  Transformer
Learning Video Representations using Contrastive Bidirectional Transformer
Chen Sun
Fabien Baradel
Kevin Patrick Murphy
Cordelia Schmid
SSLViT
136
134
0
13 Jun 2019
Learning from Unlabelled Videos Using Contrastive Predictive Neural 3D
  Mapping
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
48
5
0
10 Jun 2019
Selfie: Self-supervised Pretraining for Image Embedding
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
DeepMDP: Learning Continuous Latent Space Models for Representation Learning
Carles Gelada
Saurabh Kumar
Jacob Buckman
Ofir Nachum
Marc G. Bellemare
BDL
93
288
0
06 Jun 2019
Information Competing Process for Learning Diversified Representations
Information Competing Process for Learning Diversified Representations
Jie Hu
Rongrong Ji
Shengchuan Zhang
Xiaoshuai Sun
QiXiang Ye
Chia-Wen Lin
Q. Tian
193
14
0
04 Jun 2019
Learning Representations by Maximizing Mutual Information Across Views
Learning Representations by Maximizing Mutual Information Across Views
Philip Bachman
R. Devon Hjelm
William Buchwalter
SSL
204
1,481
0
03 Jun 2019
Putting An End to End-to-End: Gradient-Isolated Learning of
  Representations
Putting An End to End-to-End: Gradient-Isolated Learning of Representations
Sindy Löwe
Peter O'Connor
Bastiaan S. Veeling
SSL
137
144
0
28 May 2019
Practical and Consistent Estimation of f-Divergences
Practical and Consistent Estimation of f-Divergences
Paul Kishan Rubenstein
Olivier Bousquet
Josip Djolonga
C. Riquelme
Ilya O. Tolstikhin
66
45
0
27 May 2019
Self-supervised audio representation learning for mobile devices
Self-supervised audio representation learning for mobile devices
Marco Tagliasacchi
Beat Gfeller
Félix de Chaumont Quitry
Dominik Roblek
SSLAI4TS
74
47
0
24 May 2019
Unsupervised Discovery of Temporal Structure in Noisy Data with
  Dynamical Components Analysis
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
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
196
1,436
0
22 May 2019
Meta reinforcement learning as task inference
Meta reinforcement learning as task inference
Jan Humplik
Alexandre Galashov
Leonard Hasenclever
Pedro A. Ortega
Yee Whye Teh
N. Heess
OffRL
120
128
0
15 May 2019
Scaling and Benchmarking Self-Supervised Visual Representation Learning
Scaling and Benchmarking Self-Supervised Visual Representation Learning
Priya Goyal
D. Mahajan
Abhinav Gupta
Ishan Misra
SSL
105
397
0
03 May 2019
Self-supervised Learning for Video Correspondence Flow
Self-supervised Learning for Video Correspondence Flow
Zihang Lai
Weidi Xie
VOS
84
49
0
02 May 2019
Prediction of Progression to Alzheimer's disease with Deep InfoMax
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
Graph Element Networks: adaptive, structured computation and memory
Ferran Alet
Adarsh K. Jeewajee
Maria Bauzá
Alberto Rodriguez
Tomas Lozano-Perez
L. Kaelbling
AI4CEGNN
128
76
0
18 Apr 2019
Disentangled Representation Learning with Information Maximizing
  Autoencoder
Disentangled Representation Learning with Information Maximizing Autoencoder
Kazi Nazmul Haque
S. Latif
R. Rana
DRL
40
1
0
18 Apr 2019
Biphasic Learning of GANs for High-Resolution Image-to-Image Translation
Biphasic Learning of GANs for High-Resolution Image-to-Image Translation
Jie Cao
Huaibo Huang
Yi Li
Jingtuo Liu
Ran He
Zhenan Sun
GAN
65
4
0
14 Apr 2019
wav2vec: Unsupervised Pre-training for Speech Recognition
wav2vec: Unsupervised Pre-training for Speech Recognition
Steffen Schneider
Alexei Baevski
R. Collobert
Michael Auli
SSL
118
570
0
11 Apr 2019
Learning Problem-agnostic Speech Representations from Multiple
  Self-supervised Tasks
Learning Problem-agnostic Speech Representations from Multiple Self-supervised Tasks
Santiago Pascual
Mirco Ravanelli
Joan Serrà
Antonio Bonafonte
Yoshua Bengio
SSL
129
251
0
06 Apr 2019
An Unsupervised Autoregressive Model for Speech Representation Learning
An Unsupervised Autoregressive Model for Speech Representation Learning
Yu-An Chung
Wei-Ning Hsu
Hao Tang
James R. Glass
SSL
114
409
0
05 Apr 2019
Contrastive Predictive Coding Based Feature for Automatic Speaker
  Verification
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
Local Aggregation for Unsupervised Learning of Visual Embeddings
Chengxu Zhuang
Alex Zhai
Daniel L. K. Yamins
SSL
105
448
0
29 Mar 2019
Wasserstein Dependency Measure for Representation Learning
Wasserstein Dependency Measure for Representation Learning
Sherjil Ozair
Corey Lynch
Yoshua Bengio
Aaron van den Oord
Sergey Levine
P. Sermanet
SSLDRL
146
119
0
28 Mar 2019
Small Data Challenges in Big Data Era: A Survey of Recent Progress on
  Unsupervised and Semi-Supervised Methods
Small Data Challenges in Big Data Era: A Survey of Recent Progress on Unsupervised and Semi-Supervised Methods
Guo-Jun Qi
Jiebo Luo
SSL
61
246
0
27 Mar 2019
Learning Correspondence from the Cycle-Consistency of Time
Learning Correspondence from the Cycle-Consistency of Time
Xinyu Wang
Allan Jabri
Alexei A. Efros
SSL
120
492
0
18 Mar 2019
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