Contrastive Learning

Contrastive Learning is a self-supervised learning framework that learns meaningful representations by attracting similar (positive) pairs and repelling dissimilar (negative) pairs in the embedding space.

2.8K

Publications

240.2K

Citations

10.5K

Authors

1.4K

Institutions

Publications per year

2017–2026

2.7K

Parents

Representation LearningSelf-supervised LearningSession-based RecommendationSingle-cell Multi-omics Integration

Publications

2.8K

A Fast Learning Algorithm for Deep Belief Nets

Geoffrey E. Hinton, Simon Osindero, Yee‐Whye Teh · Neural Computation · 2006 · 16.4K citations

Computing, Computer Science, Artificial Intelligence +16

Momentum Contrast for Unsupervised Visual Representation Learning

Kaiming He, Haoqi Fan, Yuxin Wu et al. · 2020 · 12K citations

Computing, Computer Science, Computer Vision +12

A Simple Framework for Contrastive Learning of Visual Representations

Ting Chen, Simon Kornblith, Mohammad Norouzi et al. · arXiv (Cornell University) · 2020 · 7.3K citations · Full text

Computing, Computer Science, Computer Vision +16

Training Products of Experts by Minimizing Contrastive Divergence

Geoffrey E. Hinton · Neural Computation · 2002 · 5K citations

Computing, Computer Science, Computer Vision +15

Representation Learning with Contrastive Predictive Coding

Aäron van den Oord, Yazhe Li, Oriol Vinyals · arXiv (Cornell University) · 2018 · 4.5K citations · Full text

Computing, Computer Science, Computer Vision +16

1–5 of 2.8K

Authors

10.5K

SP
Shirui Pan
Monash University, Australia
16 publications · 1.4K citations
15
h-index
CH
Chao Huang
University of Hong Kong, Hong Kong SAR China
15 publications · 2.2K citations
15
h-index
XL
Xinwang Liu
National University of Defense Technology, China
14 publications · 1.1K citations
12
h-index
CM
Chunyan Miao
Nanyang Technological University, Singapore
13 publications · 756 citations
12
h-index
LX
Lianghao Xia
University of Hong Kong, Hong Kong SAR China
12 publications · 1.9K citations
12
h-index

1–5 of 10.5K

Institutions

1.4K

1–8 of 1.4K

Venues

arXiv (Cornell University)
Repository · 502 publications · 49.9K citations
79
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 124 publications · 8.8K citations
52
h-index
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
Conference · 94 publications · 7.7K citations
50
h-index
IEEE Transactions on Geoscience and Remote Sensing
81 publications · 4.4K citations
42
h-index
2021 IEEE/CVF International Conference on Computer Vision (ICCV)
Conference · 61 publications · 6.3K citations
41
h-index

1–5