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Representation Learning with Contrastive Predictive Coding

Representation Learning with Contrastive Predictive Coding

10 July 2018
Aaron van den Oord
Yazhe Li
Oriol Vinyals
    DRL
    SSL
ArXivPDFHTML

Papers citing "Representation Learning with Contrastive Predictive Coding"

50 / 2,286 papers shown
Title
Approximate Nearest Neighbor Negative Contrastive Learning for Dense
  Text Retrieval
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval
Lee Xiong
Chenyan Xiong
Ye Li
Kwok-Fung Tang
Jialin Liu
Paul N. Bennett
Junaid Ahmed
Arnold Overwijk
11
1,180
0
01 Jul 2020
Self-Supervised MultiModal Versatile Networks
Self-Supervised MultiModal Versatile Networks
Jean-Baptiste Alayrac
Adrià Recasens
R. Schneider
Relja Arandjelović
Jason Ramapuram
J. Fauw
Lucas Smaira
Sander Dieleman
Andrew Zisserman
SSL
40
371
0
29 Jun 2020
GPT-GNN: Generative Pre-Training of Graph Neural Networks
GPT-GNN: Generative Pre-Training of Graph Neural Networks
Ziniu Hu
Yuxiao Dong
Kuansan Wang
Kai-Wei Chang
Yizhou Sun
SSL
AI4CE
18
548
0
27 Jun 2020
Domain Contrast for Domain Adaptive Object Detection
Domain Contrast for Domain Adaptive Object Detection
Feng Liu
Xiaosong Zhang
Fang Wan
Xiangyang Ji
QiXiang Ye
24
31
0
26 Jun 2020
Unsupervised Cross-lingual Representation Learning for Speech
  Recognition
Unsupervised Cross-lingual Representation Learning for Speech Recognition
Alexis Conneau
Alexei Baevski
R. Collobert
Abdel-rahman Mohamed
Michael Auli
SSL
70
754
0
24 Jun 2020
Self-Supervised Representations Improve End-to-End Speech Translation
Self-Supervised Representations Improve End-to-End Speech Translation
Anne Wu
Changhan Wang
J. Pino
Jiatao Gu
SSL
25
40
0
22 Jun 2020
FLAMBE: Structural Complexity and Representation Learning of Low Rank
  MDPs
FLAMBE: Structural Complexity and Representation Learning of Low Rank MDPs
Alekh Agarwal
Sham Kakade
A. Krishnamurthy
Wen Sun
OffRL
41
223
0
18 Jun 2020
Learning Invariant Representations for Reinforcement Learning without
  Reconstruction
Learning Invariant Representations for Reinforcement Learning without Reconstruction
Amy Zhang
R. McAllister
Roberto Calandra
Y. Gal
Sergey Levine
OOD
SSL
42
462
0
18 Jun 2020
Contrastive learning of global and local features for medical image
  segmentation with limited annotations
Contrastive learning of global and local features for medical image segmentation with limited annotations
K. Chaitanya
Ertunc Erdil
Neerav Karani
E. Konukoglu
SSL
30
550
0
18 Jun 2020
GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training
GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training
J. Qiu
Qibin Chen
Yuxiao Dong
Jing Zhang
Hongxia Yang
Ming Ding
Kuansan Wang
Jie Tang
SSL
64
932
0
17 Jun 2020
Contrastive Learning for Weakly Supervised Phrase Grounding
Contrastive Learning for Weakly Supervised Phrase Grounding
Tanmay Gupta
Arash Vahdat
Gal Chechik
Xiaodong Yang
Jan Kautz
Derek Hoiem
ObjD
SSL
42
140
0
17 Jun 2020
Unsupervised Learning of Visual Features by Contrasting Cluster
  Assignments
Unsupervised Learning of Visual Features by Contrasting Cluster Assignments
Mathilde Caron
Ishan Misra
Julien Mairal
Priya Goyal
Piotr Bojanowski
Armand Joulin
OCL
SSL
48
4,006
0
17 Jun 2020
Agent Modelling under Partial Observability for Deep Reinforcement
  Learning
Agent Modelling under Partial Observability for Deep Reinforcement Learning
Georgios Papoudakis
Filippos Christianos
Stefano V. Albrecht
24
61
0
16 Jun 2020
AVLnet: Learning Audio-Visual Language Representations from
  Instructional Videos
AVLnet: Learning Audio-Visual Language Representations from Instructional Videos
Andrew Rouditchenko
Angie Boggust
David Harwath
Brian Chen
D. Joshi
...
Rogerio Feris
Brian Kingsbury
M. Picheny
Antonio Torralba
James R. Glass
SSL
22
141
0
16 Jun 2020
Learning Diverse and Discriminative Representations via the Principle of
  Maximal Coding Rate Reduction
Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction
Yaodong Yu
Kwan Ho Ryan Chan
Chong You
Chaobing Song
Yi Ma
SSL
31
189
0
15 Jun 2020
Self-supervised Learning: Generative or Contrastive
Self-supervised Learning: Generative or Contrastive
Xiao Liu
Fanjin Zhang
Zhenyu Hou
Zhaoyu Wang
Li Mian
Jing Zhang
Jie Tang
SSL
50
1,586
0
15 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning
Bootstrap your own latent: A new approach to self-supervised Learning
Jean-Bastien Grill
Florian Strub
Florent Altché
Corentin Tallec
Pierre Harvey Richemond
...
M. G. Azar
Bilal Piot
Koray Kavukcuoglu
Rémi Munos
Michal Valko
SSL
131
6,665
0
13 Jun 2020
Rethinking the Value of Labels for Improving Class-Imbalanced Learning
Rethinking the Value of Labels for Improving Class-Imbalanced Learning
Yuzhe Yang
Zhi Xu
SSL
20
401
0
13 Jun 2020
Deep Reinforcement and InfoMax Learning
Deep Reinforcement and InfoMax Learning
Bogdan Mazoure
Rémi Tachet des Combes
T. Doan
Philip Bachman
R. Devon Hjelm
AI4CE
25
108
0
12 Jun 2020
Are we done with ImageNet?
Are we done with ImageNet?
Lucas Beyer
Olivier J. Hénaff
Alexander Kolesnikov
Xiaohua Zhai
Aaron van den Oord
VLM
19
397
0
12 Jun 2020
Kernelized information bottleneck leads to biologically plausible
  3-factor Hebbian learning in deep networks
Kernelized information bottleneck leads to biologically plausible 3-factor Hebbian learning in deep networks
Roman Pogodin
P. Latham
24
34
0
12 Jun 2020
Knowledge Distillation Meets Self-Supervision
Knowledge Distillation Meets Self-Supervision
Guodong Xu
Ziwei Liu
Xiaoxiao Li
Chen Change Loy
FedML
37
280
0
12 Jun 2020
Rethinking Pre-training and Self-training
Rethinking Pre-training and Self-training
Barret Zoph
Golnaz Ghiasi
Nayeon Lee
Huayu Chen
Hanxiao Liu
E. D. Cubuk
Quoc V. Le
SSeg
48
645
0
11 Jun 2020
VirTex: Learning Visual Representations from Textual Annotations
VirTex: Learning Visual Representations from Textual Annotations
Karan Desai
Justin Johnson
SSL
VLM
30
433
0
11 Jun 2020
Quasi-Dense Similarity Learning for Multiple Object Tracking
Quasi-Dense Similarity Learning for Multiple Object Tracking
Jiangmiao Pang
Linlu Qiu
Xia Li
Haofeng Chen
Qi Li
Trevor Darrell
Feng Yu
VOT
28
362
0
11 Jun 2020
Self-Supervised Learning Aided Class-Incremental Lifelong Learning
Self-Supervised Learning Aided Class-Incremental Lifelong Learning
Song Zhang
Gehui Shen
Jinsong Huang
Zhihong Deng
CLL
33
14
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
26
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
31
1,275
0
10 Jun 2020
Self-supervised Learning from a Multi-view Perspective
Self-supervised Learning from a Multi-view Perspective
Yao-Hung Hubert Tsai
Yue Wu
Ruslan Salakhutdinov
Louis-Philippe Morency
SSL
25
30
0
10 Jun 2020
An Overview of Deep Semi-Supervised Learning
An Overview of Deep Semi-Supervised Learning
Yassine Ouali
C´eline Hudelot
Myriam Tami
SSL
HAI
27
294
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
33
2
0
09 Jun 2020
Multi-view Contrastive Learning for Online Knowledge Distillation
Multi-view Contrastive Learning for Online Knowledge Distillation
Chuanguang Yang
Zhulin An
Yongjun Xu
22
23
0
07 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
39
490
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
30
556
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
3DPC
SSL
11
101
0
04 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
26
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 A. Clifton
33
186
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
DRL
CoGe
SSL
31
4
0
26 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
39
1,307
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
31
142
0
20 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
13
115
0
19 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
22
40
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
31
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
SSL
DRL
87
956
0
11 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
SSL
OffRL
28
27
0
07 May 2020
Adaptive Invariance for Molecule Property Prediction
Adaptive Invariance for Molecule Property Prediction
Wengong Jin
Regina Barzilay
Tommi Jaakkola
13
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
M. Pantic
SSL
32
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
DRL
SSL
33
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
30
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
MLLM
VLM
OffRL
AI4TS
46
493
0
01 May 2020
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