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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
Self-Supervised Relational Reasoning for Representation Learning
Self-Supervised Relational Reasoning for Representation Learning
Massimiliano Patacchiola
Amos Storkey
OODSSL
80
63
0
10 Jun 2020
Estimating semantic structure for the VQA answer space
Estimating semantic structure for the VQA answer space
Corentin Kervadec
G. Antipov
M. Baccouche
Christian Wolf
45
4
0
10 Jun 2020
Contrastive Multi-View Representation Learning on Graphs
Contrastive Multi-View Representation Learning on Graphs
Kaveh Hassani
Amir Hosein Khas Ahmadi
SSL
257
1,310
0
10 Jun 2020
Neural Methods for Point-wise Dependency Estimation
Neural Methods for Point-wise Dependency Estimation
Yao-Hung Hubert Tsai
Han Zhao
M. Yamada
Louis-Philippe Morency
Ruslan Salakhutdinov
95
33
0
09 Jun 2020
An Overview of Deep Semi-Supervised Learning
An Overview of Deep Semi-Supervised Learning
Yassine Ouali
C´eline Hudelot
Myriam Tami
SSLHAI
131
303
0
09 Jun 2020
C-SL: Contrastive Sound Localization with Inertial-Acoustic Sensors
C-SL: Contrastive Sound Localization with Inertial-Acoustic Sensors
Majid Mirbagheri
Bardia Doosti
45
2
0
09 Jun 2020
Deep Graph Contrastive Representation Learning
Deep Graph Contrastive Representation Learning
Yanqiao Zhu
Yichen Xu
Feng Yu
Qiang Liu
Shu Wu
Liang Wang
SSL
86
823
0
07 Jun 2020
Multi-view Contrastive Learning for Online Knowledge Distillation
Multi-view Contrastive Learning for Online Knowledge Distillation
Chuanguang Yang
Zhulin An
Yongjun Xu
77
24
0
07 Jun 2020
3D Self-Supervised Methods for Medical Imaging
3D Self-Supervised Methods for Medical Imaging
Aiham Taleb
W. Loetzsch
Noel Danz
Julius Severin
Thomas Gaertner
Benjamin Bergner
C. Lippert
SSL
127
214
0
06 Jun 2020
GroupIM: A Mutual Information Maximization Framework for Neural Group
  Recommendation
GroupIM: A Mutual Information Maximization Framework for Neural Group Recommendation
Aravind Sankar
Yanhong Wu
Yuhang Wu
Wei Zhang
Hao Yang
Hari Sundaram
AI4TS
125
94
0
05 Jun 2020
DeCLUTR: Deep Contrastive Learning for Unsupervised Textual
  Representations
DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations
John Giorgi
Osvald Nitski
Bo Wang
Gary D. Bader
SSL
154
499
0
05 Jun 2020
Defense for Black-box Attacks on Anti-spoofing Models by Self-Supervised
  Learning
Defense for Black-box Attacks on Anti-spoofing Models by Self-Supervised Learning
Haibin Wu
Andy T. Liu
Hung-yi Lee
AAML
75
32
0
05 Jun 2020
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive
  Object Re-ID
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID
Yixiao Ge
Feng Zhu
Dapeng Chen
Rui Zhao
Hongsheng Li
VLM
117
562
0
04 Jun 2020
Info3D: Representation Learning on 3D Objects using Mutual Information
  Maximization and Contrastive Learning
Info3D: Representation Learning on 3D Objects using Mutual Information Maximization and Contrastive Learning
Aditya Sanghi
3DPCSSL
70
101
0
04 Jun 2020
An efficient manifold density estimator for all recommendation systems
An efficient manifold density estimator for all recommendation systems
Jacek Dkabrowski
Barbara Rychalska
Michal Daniluk
Dominika Basaj
Konrad Gołuchowski
Piotr Babel
Andrzej Michalowski
Adam Jakubowski
40
19
0
02 Jun 2020
Probing Emergent Semantics in Predictive Agents via Question Answering
Probing Emergent Semantics in Predictive Agents via Question Answering
Abhishek Das
Federico Carnevale
Hamza Merzic
Laura Rimell
R. Schneider
...
Alden Hung
Arun Ahuja
S. Clark
Greg Wayne
Felix Hill
81
18
0
01 Jun 2020
High-Fidelity Audio Generation and Representation Learning with Guided
  Adversarial Autoencoder
High-Fidelity Audio Generation and Representation Learning with Guided Adversarial Autoencoder
Kazi Nazmul Haque
R. Rana
Björn W Schuller
DRL
100
12
0
01 Jun 2020
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and
  Patients
CLOCS: Contrastive Learning of Cardiac Signals Across Space, Time, and Patients
Dani Kiyasseh
T. Zhu
David Clifton
106
194
0
27 May 2020
On Mutual Information in Contrastive Learning for Visual Representations
On Mutual Information in Contrastive Learning for Visual Representations
Mike Wu
Chengxu Zhuang
Milan Mossé
Daniel L. K. Yamins
Noah D. Goodman
SSL
73
85
0
27 May 2020
Contrastive Predictive Coding Supported Factorized Variational
  Autoencoder for Unsupervised Learning of Disentangled Speech Representations
Contrastive Predictive Coding Supported Factorized Variational Autoencoder for Unsupervised Learning of Disentangled Speech Representations
Janek Ebbers
Michael Kuhlmann
Tobias Cord-Landwehr
Reinhold Haeb-Umbach
DRLCoGeSSL
58
4
0
26 May 2020
SCAN: Learning to Classify Images without Labels
SCAN: Learning to Classify Images without Labels
Wouter Van Gansbeke
Simon Vandenhende
Stamatios Georgoulis
Marc Proesmans
Luc Van Gool
VLMSSL
117
540
0
25 May 2020
Pretraining with Contrastive Sentence Objectives Improves Discourse
  Performance of Language Models
Pretraining with Contrastive Sentence Objectives Improves Discourse Performance of Language Models
Dan Iter
Kelvin Guu
L. Lansing
Dan Jurafsky
78
78
0
20 May 2020
What Makes for Good Views for Contrastive Learning?
What Makes for Good Views for Contrastive Learning?
Yonglong Tian
Chen Sun
Ben Poole
Dilip Krishnan
Cordelia Schmid
Phillip Isola
SSL
122
1,340
0
20 May 2020
Understanding Contrastive Representation Learning through Alignment and
  Uniformity on the Hypersphere
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere
Tongzhou Wang
Phillip Isola
SSL
185
1,865
0
20 May 2020
Contrastive Learning for Debiased Candidate Generation in Large-Scale
  Recommender Systems
Contrastive Learning for Debiased Candidate Generation in Large-Scale Recommender Systems
Chang Zhou
Jianxin Ma
Jianwei Zhang
Jingren Zhou
Hongxia Yang
156
148
0
20 May 2020
Symbolic Pregression: Discovering Physical Laws from Distorted Video
Symbolic Pregression: Discovering Physical Laws from Distorted Video
S. Udrescu
Max Tegmark
98
41
0
19 May 2020
Vector-quantized neural networks for acoustic unit discovery in the
  ZeroSpeech 2020 challenge
Vector-quantized neural networks for acoustic unit discovery in the ZeroSpeech 2020 challenge
Benjamin van Niekerk
Leanne Nortje
Herman Kamper
118
117
0
19 May 2020
Audio ALBERT: A Lite BERT for Self-supervised Learning of Audio
  Representation
Audio ALBERT: A Lite BERT for Self-supervised Learning of Audio Representation
Po-Han Chi
Pei-Hung Chung
Tsung-Han Wu
Chun-Cheng Hsieh
Yen-Hao Chen
Shang-Wen Li
Hung-yi Lee
SSL
95
148
0
18 May 2020
Vector-Quantized Autoregressive Predictive Coding
Vector-Quantized Autoregressive Predictive Coding
Yu-An Chung
Hao Tang
James R. Glass
SSL
68
115
0
17 May 2020
C-MI-GAN : Estimation of Conditional Mutual Information using MinMax
  formulation
C-MI-GAN : Estimation of Conditional Mutual Information using MinMax formulation
A. Mondal
A. Bhattacharya
Sudipto Mukherjee
A. Prathosh
Sreeram Kannan
Himanshu Asnani
87
15
0
17 May 2020
Mutual Information Maximization for Robust Plannable Representations
Mutual Information Maximization for Robust Plannable Representations
Yiming Ding
I. Clavera
Pieter Abbeel
62
15
0
16 May 2020
Speech Recognition and Multi-Speaker Diarization of Long Conversations
Speech Recognition and Multi-Speaker Diarization of Long Conversations
H. H. Mao
Shuyang Li
Julian McAuley
G. Cottrell
VLM
85
40
0
16 May 2020
CERT: Contrastive Self-supervised Learning for Language Understanding
CERT: Contrastive Self-supervised Learning for Language Understanding
Hongchao Fang
Sicheng Wang
Meng Zhou
Jiayuan Ding
P. Xie
ELMSSL
76
345
0
16 May 2020
Improved Prosody from Learned F0 Codebook Representations for VQ-VAE
  Speech Waveform Reconstruction
Improved Prosody from Learned F0 Codebook Representations for VQ-VAE Speech Waveform Reconstruction
Yi Zhao
Haoyu Li
Cheng-I Jeff Lai
Jennifer Williams
Erica Cooper
Junichi Yamagishi
84
18
0
16 May 2020
Large scale weakly and semi-supervised learning for low-resource video
  ASR
Large scale weakly and semi-supervised learning for low-resource video ASR
Kritika Singh
Vimal Manohar
Alex Xiao
Sergey Edunov
Ross B. Girshick
Vitaliy Liptchinsky
Christian Fuegen
Yatharth Saraf
Geoffrey Zweig
Abdel-rahman Mohamed
77
9
0
16 May 2020
Prototypical Contrastive Learning of Unsupervised Representations
Prototypical Contrastive Learning of Unsupervised Representations
Junnan Li
Pan Zhou
Caiming Xiong
Guosheng Lin
SSLDRL
153
981
0
11 May 2020
COBRA: Contrastive Bi-Modal Representation Algorithm
COBRA: Contrastive Bi-Modal Representation Algorithm
Vishaal Udandarao
A. Maiti
Deepak Srivatsav
Suryatej Reddy Vyalla
Yifang Yin
R. Shah
81
23
0
07 May 2020
Plan2Vec: Unsupervised Representation Learning by Latent Plans
Plan2Vec: Unsupervised Representation Learning by Latent Plans
Ge Yang
Amy Zhang
Ari S. Morcos
Joelle Pineau
Pieter Abbeel
Roberto Calandra
SSLOffRL
84
27
0
07 May 2020
Adaptive Invariance for Molecule Property Prediction
Adaptive Invariance for Molecule Property Prediction
Wengong Jin
Regina Barzilay
Tommi Jaakkola
56
7
0
05 May 2020
Does Visual Self-Supervision Improve Learning of Speech Representations
  for Emotion Recognition?
Does Visual Self-Supervision Improve Learning of Speech Representations for Emotion Recognition?
Abhinav Shukla
Stavros Petridis
Maja Pantic
SSL
94
28
0
04 May 2020
Mutual Information Gradient Estimation for Representation Learning
Mutual Information Gradient Estimation for Representation Learning
Liangjiang Wen
Yiji Zhou
Lirong He
Mingyuan Zhou
Zenglin Xu
DRLSSL
156
27
0
03 May 2020
Probing Contextual Language Models for Common Ground with Visual
  Representations
Probing Contextual Language Models for Common Ground with Visual Representations
Gabriel Ilharco
Rowan Zellers
Ali Farhadi
Hannaneh Hajishirzi
118
14
0
01 May 2020
HERO: Hierarchical Encoder for Video+Language Omni-representation
  Pre-training
HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-training
Linjie Li
Yen-Chun Chen
Yu Cheng
Zhe Gan
Licheng Yu
Jingjing Liu
MLLMVLMOffRLAI4TS
133
506
0
01 May 2020
Bootstrap Latent-Predictive Representations for Multitask Reinforcement
  Learning
Bootstrap Latent-Predictive Representations for Multitask Reinforcement Learning
Z. Guo
Bernardo Avila-Pires
Bilal Piot
Jean-Bastien Grill
Florent Altché
Rémi Munos
M. G. Azar
BDLDRLSSL
187
143
0
30 Apr 2020
DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning
DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning
Timo Milbich
Karsten Roth
Homanga Bharadhwaj
Samarth Sinha
Yoshua Bengio
Bjorn Ommer
Joseph Paul Cohen
130
67
0
28 Apr 2020
Audio-Visual Instance Discrimination with Cross-Modal Agreement
Audio-Visual Instance Discrimination with Cross-Modal Agreement
Pedro Morgado
Nuno Vasconcelos
Ishan Misra
SSL
92
276
0
27 Apr 2020
First return, then explore
First return, then explore
Adrien Ecoffet
Joost Huizinga
Joel Lehman
Kenneth O. Stanley
Jeff Clune
106
365
0
27 Apr 2020
Supervised Contrastive Learning
Supervised Contrastive Learning
Prannay Khosla
Piotr Teterwak
Chen Wang
Aaron Sarna
Yonglong Tian
Phillip Isola
Aaron Maschinot
Ce Liu
Dilip Krishnan
SSL
214
4,604
0
23 Apr 2020
Vector Quantized Contrastive Predictive Coding for Template-based Music
  Generation
Vector Quantized Contrastive Predictive Coding for Template-based Music Generation
Gaëtan Hadjeres
Léopold Crestel
82
18
0
21 Apr 2020
ETC: Encoding Long and Structured Inputs in Transformers
ETC: Encoding Long and Structured Inputs in Transformers
Joshua Ainslie
Santiago Ontanon
Chris Alberti
Vaclav Cvicek
Zachary Kenneth Fisher
Philip Pham
Anirudh Ravula
Sumit Sanghai
Qifan Wang
Li Yang
88
55
0
17 Apr 2020
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