Transfer Learning

Transfer Learning is a machine learning paradigm in which knowledge acquired from a source domain or task is leveraged to improve learning efficiency and performance in a related target domain or task, thereby distinguishing it from traditional learning approaches that assume complete independence between training and deployment environments.

10.8K

Publications

826.1K

Citations

31.6K

Authors

4.6K

Institutions

Publications per year

2017–2026

9.1K

Parents

Machine LearningRobot Learning

Children

Adversarial Domain AdaptationCross-domain TransferCross-lingual TransferDomain AdaptationDomain GeneralizationFeature TransferFew-shot LearningFine-tuningInductive Transfer LearningInstance-based Transfer

Publications

10.8K

A Survey on Transfer Learning

Sinno Jialin Pan, Qiang Yang · IEEE Transactions on Knowledge and Data Engineering · 2009 · 23.2K citations

Computing, Computer Science, Data Mining +12

Unpaired Image-to-Image Translation Using Cycle-Consistent Adversarial Networks

Jun-Yan Zhu, Taesung Park, Phillip Isola et al. · 2017 · 21.9K citations · Full text

Computing, Computer Science, Computer Vision +9

Exploring the Limits of Transfer Learning with a Unified Text-to-Text\n Transformer

Colin Raffel, Noam Shazeer, Adam Roberts et al. · arXiv (Cornell University) · 2019 · 8.3K citations · Full text

Computing, Computer Science, Computational Linguistics +14

A Comprehensive Survey on Transfer Learning

Fuzhen Zhuang, Zhiyuan Qi, Keyu Duan et al. · Proceedings of the IEEE · 2020 · 6.2K citations

Computing, Computer Science, Knowledge Transfer +5

A survey of transfer learning

Karl R. Weiss, Taghi M. Khoshgoftaar, Dingding Wang · Journal Of Big Data · 2016 · 6.2K citations · Full text

Computing, Computer Science, Data Mining +8

1–5 of 10.8K

Authors

31.6K

QY
Qiang Yang
Hong Kong University of Science and Technology, Hong Kong SAR China
72 publications · 33.3K citations
49
h-index
ML
Mingsheng Long
Tsinghua University, China
53 publications · 16.7K citations
39
h-index
JW
Jianmin Wang
Tsinghua University, China
53 publications · 16.7K citations
38
h-index
DT
Dacheng Tao
The University of Sydney, Australia
40 publications · 3.2K citations
27
h-index
SJ
Sinno Jialin Pan
Nanyang Technological University, Singapore
27 publications · 27.5K citations
25
h-index

1–5 of 31.6K

Institutions

4.6K

1–8 of 4.6K

Venues

arXiv (Cornell University)
Repository · 1K publications · 106.6K citations
119
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 241 publications · 17.9K citations
70
h-index
IEEE Access
282 publications · 17.1K citations
66
h-index
IEEE Transactions on Neural Networks and Learning Systems
97 publications · 8.4K citations
49
h-index
IEEE Transactions on Pattern Analysis and Machine Intelligence
TPAMI · 79 publications · 10K citations
48
h-index

1–5