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Learning Representations by Maximizing Mutual Information Across Views

Learning Representations by Maximizing Mutual Information Across Views

3 June 2019
Philip Bachman
R. Devon Hjelm
William Buchwalter
    SSL
ArXivPDFHTML

Papers citing "Learning Representations by Maximizing Mutual Information Across Views"

27 / 877 papers shown
Title
Discriminative Clustering with Representation Learning with any Ratio of
  Labeled to Unlabeled Data
Discriminative Clustering with Representation Learning with any Ratio of Labeled to Unlabeled Data
Corinne Jones
Vincent Roulet
Zaïd Harchaoui
38
1
0
30 Dec 2019
Locality and compositionality in zero-shot learning
Locality and compositionality in zero-shot learning
Tristan Sylvain
Linda Petrini
R. Devon Hjelm
24
56
0
20 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
18
61
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
22
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
SSL
VLM
39
1,447
0
04 Dec 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
27
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
16
9
0
16 Nov 2019
Self-supervised Adversarial Training
Self-supervised Adversarial Training
Kejiang Chen
Hang Zhou
YueFeng Chen
Xiaofeng Mao
Yuhong Li
Yuan He
Hui Xue
Weiming Zhang
Nenghai Yu
GAN
SSL
24
23
0
15 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
16
108
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
50
11,871
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
42
761
0
13 Nov 2019
Multimodal Intelligence: Representation Learning, Information Fusion,
  and Applications
Multimodal Intelligence: Representation Learning, Information Fusion, and Applications
Chao Zhang
Zichao Yang
Xiaodong He
Li Deng
HAI
AI4TS
35
324
0
10 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
27
147
0
10 Nov 2019
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
226
166
0
18 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
22
660
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
31
168
0
08 Oct 2019
An empirical study of pretrained representations for few-shot
  classification
An empirical study of pretrained representations for few-shot classification
Tiago Ramalho
Laura Vana-Gur
P. Filzmoser
VLM
17
6
0
03 Oct 2019
Elastic-InfoGAN: Unsupervised Disentangled Representation Learning in
  Class-Imbalanced Data
Elastic-InfoGAN: Unsupervised Disentangled Representation Learning in Class-Imbalanced Data
Utkarsh Ojha
Krishna Kumar Singh
Cho-Jui Hsieh
Yong Jae Lee
DRL
32
3
0
01 Oct 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
16
58
0
16 Sep 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
43
486
0
31 Jul 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
44
254
0
19 Jun 2019
Contrastive Multiview Coding
Contrastive Multiview Coding
Yonglong Tian
Dilip Krishnan
Phillip Isola
SSL
100
2,369
0
13 Jun 2019
Unsupervised Learning from Video with Deep Neural Embeddings
Unsupervised Learning from Video with Deep Neural Embeddings
Chengxu Zhuang
Tianwei She
A. Andonian
Max Sobol Mark
Daniel L. K. Yamins
SSL
17
57
0
28 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
58
1,417
0
22 May 2019
Unsupervised Detection of Distinctive Regions on 3D Shapes
Unsupervised Detection of Distinctive Regions on 3D Shapes
Xianzhi Li
Lequan Yu
Chi-Wing Fu
Daniel Cohen-Or
Pheng-Ann Heng
3DPC
36
19
0
05 May 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
44
444
0
29 Mar 2019
Contrastive Video Representation Learning via Adversarial Perturbations
Contrastive Video Representation Learning via Adversarial Perturbations
Jue Wang
A. Cherian
19
1
0
24 Jul 2018
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