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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 / 2,364 papers shown
Title
Generalization in Reinforcement Learning by Soft Data Augmentation
Generalization in Reinforcement Learning by Soft Data Augmentation
Nicklas Hansen
Xiaolong Wang
OffRL
12
166
0
26 Nov 2020
Can Temporal Information Help with Contrastive Self-Supervised Learning?
Can Temporal Information Help with Contrastive Self-Supervised Learning?
Yutong Bai
Haoqi Fan
Ishan Misra
Ganesh Venkatesh
Yongyi Lu
Yuyin Zhou
Qihang Yu
Vikas Chandra
Alan Yuille
24
40
0
25 Nov 2020
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image
  Segmentation
PGL: Prior-Guided Local Self-supervised Learning for 3D Medical Image Segmentation
Yutong Xie
Jianpeng Zhang
Zehui Liao
Yong-quan Xia
Chunhua Shen
18
47
0
25 Nov 2020
Boosting Contrastive Self-Supervised Learning with False Negative
  Cancellation
Boosting Contrastive Self-Supervised Learning with False Negative Cancellation
T. Huynh
Simon Kornblith
Matthew R. Walter
Michael Maire
M. Khademi
SSL
22
165
0
23 Nov 2020
Hierarchically Decoupled Spatial-Temporal Contrast for Self-supervised
  Video Representation Learning
Hierarchically Decoupled Spatial-Temporal Contrast for Self-supervised Video Representation Learning
Zehua Zhang
David J. Crandall
AI4TS
SSL
28
23
0
23 Nov 2020
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization
Junnan Li
Caiming Xiong
Guosheng Lin
SSL
21
253
0
23 Nov 2020
Exploring Simple Siamese Representation Learning
Exploring Simple Siamese Representation Learning
Xinlei Chen
Kaiming He
SSL
52
3,967
0
20 Nov 2020
Geography-Aware Self-Supervised Learning
Geography-Aware Self-Supervised Learning
Kumar Ayush
Burak Uzkent
Chenlin Meng
Kumar Tanmay
Marshall Burke
David B. Lobell
Stefano Ermon
SSL
37
227
0
19 Nov 2020
Can Semantic Labels Assist Self-Supervised Visual Representation
  Learning?
Can Semantic Labels Assist Self-Supervised Visual Representation Learning?
Longhui Wei
Lingxi Xie
Jianzhong He
Jianlong Chang
Xiaopeng Zhang
Wen-gang Zhou
Houqiang Li
Qi Tian
SSL
22
25
0
17 Nov 2020
Unsupervised Contrastive Learning of Sound Event Representations
Unsupervised Contrastive Learning of Sound Event Representations
Eduardo Fonseca
Diego Ortego
Kevin McGuinness
Noel E. O'Connor
Xavier Serra
SSL
27
65
0
15 Nov 2020
Discriminative, Generative and Self-Supervised Approaches for
  Target-Agnostic Learning
Discriminative, Generative and Self-Supervised Approaches for Target-Agnostic Learning
Yuan Jin
Wray L. Buntine
F. Petitjean
Geoffrey I. Webb
SSL
25
1
0
12 Nov 2020
Bi-tuning of Pre-trained Representations
Bi-tuning of Pre-trained Representations
Jincheng Zhong
Ximei Wang
Zhi Kou
Jianmin Wang
Mingsheng Long
21
21
0
12 Nov 2020
Unsupervised Video Representation Learning by Bidirectional Feature
  Prediction
Unsupervised Video Representation Learning by Bidirectional Feature Prediction
Nadine Behrmann
Juergen Gall
M. Noroozi
SSL
MDE
32
29
0
11 Nov 2020
Towards Semi-Supervised Semantics Understanding from Speech
Towards Semi-Supervised Semantics Understanding from Speech
Cheng-I Jeff Lai
Jin Cao
S. Bodapati
Shang-Wen Li
SSL
22
7
0
11 Nov 2020
Towards Domain-Agnostic Contrastive Learning
Towards Domain-Agnostic Contrastive Learning
Vikas Verma
Minh-Thang Luong
Kenji Kawaguchi
Hieu H. Pham
Quoc V. Le
SSL
15
116
0
09 Nov 2020
Learning Human Search Behavior from Egocentric Visual Inputs
Learning Human Search Behavior from Egocentric Visual Inputs
Maks Sorokin
Wenhao Yu
Sehoon Ha
Chenxi Liu
EgoV
27
3
0
06 Nov 2020
Intriguing Properties of Contrastive Losses
Intriguing Properties of Contrastive Losses
Ting Chen
Calvin Luo
Lala Li
36
174
0
05 Nov 2020
Center-wise Local Image Mixture For Contrastive Representation Learning
Center-wise Local Image Mixture For Contrastive Representation Learning
Hao Li
Xiaopeng Zhang
H. Xiong
21
8
0
05 Nov 2020
Generalization to New Actions in Reinforcement Learning
Generalization to New Actions in Reinforcement Learning
Ayush Jain
Andrew Szot
Joseph J. Lim
AI4CE
33
34
0
03 Nov 2020
Learning Representations from Audio-Visual Spatial Alignment
Learning Representations from Audio-Visual Spatial Alignment
Pedro Morgado
Yi Li
Nuno Vasconcelos
SSL
27
121
0
03 Nov 2020
Supervised Contrastive Learning for Pre-trained Language Model
  Fine-tuning
Supervised Contrastive Learning for Pre-trained Language Model Fine-tuning
Beliz Gunel
Jingfei Du
Alexis Conneau
Ves Stoyanov
18
499
0
03 Nov 2020
Learning generic feature representation with synthetic data for
  weakly-supervised sound event detection by inter-frame distance loss
Learning generic feature representation with synthetic data for weakly-supervised sound event detection by inter-frame distance loss
Yuxin Huang
Liwei Lin
Xiangdong Wang
Hong Liu
Yueliang Qian
Min Liu
Kazushige Ouchi
37
4
0
02 Nov 2020
Non-Autoregressive Predictive Coding for Learning Speech Representations
  from Local Dependencies
Non-Autoregressive Predictive Coding for Learning Speech Representations from Local Dependencies
Alexander H. Liu
Yu-An Chung
James R. Glass
SSL
27
87
0
01 Nov 2020
A Survey on Contrastive Self-supervised Learning
A Survey on Contrastive Self-supervised Learning
Ashish Jaiswal
Ashwin Ramesh Babu
Mohammad Zaki Zadeh
Debapriya Banerjee
F. Makedon
SSL
36
1,360
0
31 Oct 2020
Teaching a GAN What Not to Learn
Teaching a GAN What Not to Learn
Siddarth Asokan
C. Seelamantula
GAN
14
19
0
29 Oct 2020
Pretext-Contrastive Learning: Toward Good Practices in Self-supervised
  Video Representation Leaning
Pretext-Contrastive Learning: Toward Good Practices in Self-supervised Video Representation Leaning
L. Tao
Xueting Wang
T. Yamasaki
VLM
SSL
23
14
0
29 Oct 2020
Quantifying Learnability and Describability of Visual Concepts Emerging
  in Representation Learning
Quantifying Learnability and Describability of Visual Concepts Emerging in Representation Learning
Iro Laina
Ruth C. Fong
Andrea Vedaldi
OCL
33
13
0
27 Oct 2020
Graph Contrastive Learning with Adaptive Augmentation
Graph Contrastive Learning with Adaptive Augmentation
Yanqiao Zhu
Yichen Xu
Feng Yu
Qiang Liu
Shu Wu
Liang Wang
34
1,076
0
27 Oct 2020
Learning Contextual Tag Embeddings for Cross-Modal Alignment of Audio
  and Tags
Learning Contextual Tag Embeddings for Cross-Modal Alignment of Audio and Tags
Xavier Favory
K. Drossos
Tuomas Virtanen
Xavier Serra
32
15
0
27 Oct 2020
HarperValleyBank: A Domain-Specific Spoken Dialog Corpus
HarperValleyBank: A Domain-Specific Spoken Dialog Corpus
Mike Wu
J. Nafziger
A. Scodary
Andrew L. Maas
31
17
0
26 Oct 2020
Semi-Supervised Spoken Language Understanding via Self-Supervised Speech
  and Language Model Pretraining
Semi-Supervised Spoken Language Understanding via Self-Supervised Speech and Language Model Pretraining
Cheng-I Jeff Lai
Yung-Sung Chuang
Hung-yi Lee
Shang-Wen Li
James R. Glass
VLM
SSL
27
58
0
26 Oct 2020
Contrastive Unsupervised Learning for Audio Fingerprinting
Contrastive Unsupervised Learning for Audio Fingerprinting
Zhesong Yu
Xingjian Du
Bilei Zhu
Zejun Ma
30
9
0
26 Oct 2020
Robust Pre-Training by Adversarial Contrastive Learning
Robust Pre-Training by Adversarial Contrastive Learning
Ziyu Jiang
Tianlong Chen
Ting-Li Chen
Zhangyang Wang
30
227
0
26 Oct 2020
Two-stage Textual Knowledge Distillation for End-to-End Spoken Language
  Understanding
Two-stage Textual Knowledge Distillation for End-to-End Spoken Language Understanding
Seongbin Kim
Gyuwan Kim
Seongjin Shin
Sangmin Lee
VLM
15
19
0
25 Oct 2020
Probing Acoustic Representations for Phonetic Properties
Probing Acoustic Representations for Phonetic Properties
Danni Ma
Neville Ryant
M. Liberman
25
45
0
25 Oct 2020
Unsupervised Learning of Disentangled Speech Content and Style
  Representation
Unsupervised Learning of Disentangled Speech Content and Style Representation
Andros Tjandra
Ruoming Pang
Yu Zhang
Shigeki Karita
BDL
DRL
23
15
0
24 Oct 2020
Multilingual Speech Translation with Efficient Finetuning of Pretrained
  Models
Multilingual Speech Translation with Efficient Finetuning of Pretrained Models
Xian Li
Changhan Wang
Yun Tang
C. Tran
Yuqing Tang
J. Pino
Alexei Baevski
Alexis Conneau
Michael Auli
21
6
0
24 Oct 2020
Iterative Graph Self-Distillation
Iterative Graph Self-Distillation
Hanlin Zhang
Shuai Lin
Weiyang Liu
Pan Zhou
Jian Tang
Xiaodan Liang
Eric Xing
SSL
57
33
0
23 Oct 2020
Any-to-One Sequence-to-Sequence Voice Conversion using Self-Supervised
  Discrete Speech Representations
Any-to-One Sequence-to-Sequence Voice Conversion using Self-Supervised Discrete Speech Representations
Wen-Chin Huang
Yi-Chiao Wu
Tomoki Hayashi
T. Toda
BDL
52
37
0
23 Oct 2020
Neural Audio Fingerprint for High-specific Audio Retrieval based on
  Contrastive Learning
Neural Audio Fingerprint for High-specific Audio Retrieval based on Contrastive Learning
Sungkyun Chang
Donmoon Lee
Jeongsoon Park
Hyungui Lim
Kyogu Lee
Karam Ko
Yoonchang Han
17
33
0
22 Oct 2020
Similarity Analysis of Self-Supervised Speech Representations
Similarity Analysis of Self-Supervised Speech Representations
Yu-An Chung
Yonatan Belinkov
James R. Glass
SSL
36
36
0
22 Oct 2020
Unsupervised Representation Learning for Speaker Recognition via
  Contrastive Equilibrium Learning
Unsupervised Representation Learning for Speaker Recognition via Contrastive Equilibrium Learning
Sung Hwan Mun
Woohyun Kang
Min Hyun Han
N. Kim
SSL
49
21
0
22 Oct 2020
Self-Supervised Contrastive Learning for Efficient User Satisfaction
  Prediction in Conversational Agents
Self-Supervised Contrastive Learning for Efficient User Satisfaction Prediction in Conversational Agents
Mohammad Kachuee
Hao Yuan
Young-Bum Kim
Sungjin Lee
27
25
0
21 Oct 2020
Contrastive Learning of General-Purpose Audio Representations
Contrastive Learning of General-Purpose Audio Representations
Aaqib Saeed
David Grangier
Neil Zeghidour
VLM
SSL
24
262
0
21 Oct 2020
Self-supervised Graph Learning for Recommendation
Self-supervised Graph Learning for Recommendation
Jiancan Wu
Xiang Wang
Fuli Feng
Xiangnan He
Liang Chen
Jianxun Lian
Xing Xie
SSL
16
1,120
0
21 Oct 2020
BYOL works even without batch statistics
BYOL works even without batch statistics
Pierre Harvey Richemond
Jean-Bastien Grill
Florent Altché
Corentin Tallec
Florian Strub
...
Samuel L. Smith
Soham De
Razvan Pascanu
Bilal Piot
Michal Valko
SSL
250
114
0
20 Oct 2020
Imitation with Neural Density Models
Imitation with Neural Density Models
Kuno Kim
Akshat Jindal
Yang Song
Jiaming Song
Yanan Sui
Stefano Ermon
39
11
0
19 Oct 2020
CLAR: Contrastive Learning of Auditory Representations
CLAR: Contrastive Learning of Auditory Representations
Haider Al-Tahan
Y. Mohsenzadeh
SSL
118
56
0
19 Oct 2020
What About Inputing Policy in Value Function: Policy Representation and
  Policy-extended Value Function Approximator
What About Inputing Policy in Value Function: Policy Representation and Policy-extended Value Function Approximator
Hongyao Tang
Zhaopeng Meng
Jianye Hao
Chong Chen
D. Graves
...
Hangyu Mao
Wulong Liu
Yaodong Yang
Wenyuan Tao
Li Wang
OffRL
19
7
0
19 Oct 2020
Model-free conventions in multi-agent reinforcement learning with
  heterogeneous preferences
Model-free conventions in multi-agent reinforcement learning with heterogeneous preferences
Raphael Köster
Kevin R. McKee
Richard Everett
Laura Weidinger
William S. Isaac
Edward Hughes
Edgar A. Duénez-Guzmán
T. Graepel
M. Botvinick
Joel Z Leibo
32
22
0
18 Oct 2020
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