Self supervised learning — citation graph of key research
Explore the most influential research on self supervised learning as an interactive citation graph on Constellation. The papers below are connected by direct citations and shared references — open any one to center the graph on it and discover related work.
Top papers on self supervised learning
- Self-supervised Learning: Generative or Contrastive
Xiao Liu, Fanjin Zhang, Zhenyu Hou et al. — 2021 · IEEE Transactions on Knowledge and Data Engineering · 1,845 citations - Self-supervised learning in medicine and healthcare
Rayan Krishnan, Pranav Rajpurkar, Eric J. Topol — 2022 · Nature Biomedical Engineering · 599 citations - Self-supervised Learning: A Succinct Review
Veenu Rani, Syed Tufael Nabi, Munish Kumar et al. — 2023 · Archives of Computational Methods in Engineering · 292 citations - Graph Self-Supervised Learning: A Survey
Yixin Liu, Ming Jin, Shirui Pan et al. — 2022 · IEEE Transactions on Knowledge and Data Engineering · 547 citations - Self-Supervised Learning for Electroencephalography
Mohammad Hossein Rafiei, Lynne V. Gauthier, Hojjat Adeli et al. — 2022 · IEEE Transactions on Neural Networks and Learning Systems · 318 citations - Self-Supervised Learning for Multimedia Recommendation
Zhulin Tao, Xiaohao Liu, Yewei Xia et al. — 2022 · IEEE Transactions on Multimedia · 260 citations - A Survey on Contrastive Self-Supervised Learning
Ashish Jaiswal, Ashwin Ramesh Babu, Mohammad Zaki Zadeh et al. — 2020 · Technologies · 151 citations - Self-Supervised Learning for Recommender Systems: A Survey
Junliang Yu, Hongzhi Yin, Xin Xia et al. — 2023 · IEEE Transactions on Knowledge and Data Engineering · 410 citations - Self-Supervised Learning for Videos: A Survey
Madeline C. Schiappa, Yogesh Singh Rawat, Mubarak A. Shah — 2022 · ACM Computing Surveys · 153 citations - Self-Supervised Learning in Remote Sensing: A review
Yi Wang, Conrad M Albrecht, Nassim Ait Ali Braham et al. — 2022 · IEEE Geoscience and Remote Sensing Magazine · 352 citations - Augmentation-Free Self-Supervised Learning on Graphs
Namkyeong Lee, Junseok Lee, Chanyoung Park — 2022 · AAAI Publications (The Association for the Advancement of Artificial Intelligence (AAAI)) · 212 citations - Longitudinal self-supervised learning
Qingyu Zhao, Zixuan Liu, Ehsan Adeli et al. — 2021 · Medical Image Analysis · 71 citations