Multitask Learning

Multitask Learning is a machine learning paradigm in which a single model simultaneously learns multiple related tasks by leveraging shared representations to improve generalization performance across tasks.

2.7K

Publications

226.1K

Citations

9.2K

Authors

1.8K

Institutions

Publications per year

2017–2026

2.1K

Parents

Deep Learning

Publications

2.7K

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

A unified architecture for natural language processing

Ronan Collobert, Jason Weston · 2008 · 5.2K citations

Computing, Computer Science, Computational Linguistics +16

Adaptive Mixtures of Local Experts

Robert A. Jacobs, Michael I. Jordan, Steven J. Nowlan et al. · Neural Computation · 1991 · 5K citations

Computing, Computer Science, Artificial Intelligence +14

GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding

Alex Wang, Amanpreet Singh, Julian Michael et al. · 2018 · 4K citations · Full text

Computing, Computer Science, Computational Linguistics +12

Learning without Forgetting

Zhizhong Li, Derek Hoiem · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2017 · 3.8K citations

Computing, Computer Science, Computer Vision +11

1–5 of 2.7K

Authors

9.2K

YZ
Yu Zhang
Hong Kong University of Science and Technology, Hong Kong SAR China
25 publications · 5.6K citations
22
h-index
JY
Jieping Ye
Arizona State University, United States
22 publications · 3K citations
20
h-index
MP
Massimiliano Pontil
University College London, United Kingdom
20 publications · 5.2K citations
18
h-index
AH
Ali H. Sayed
University of California, Los Angeles, United States
18 publications · 1.2K citations
17
h-index
DS
Dinggang Shen
University of North Carolina at Chapel Hill, United States
18 publications · 2.3K citations
17
h-index

1–5 of 9.2K

Institutions

1.8K

1–8 of 1.8K

Venues

arXiv (Cornell University)
Repository · 299 publications · 22K citations
62
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 82 publications · 4.4K citations
39
h-index
IEEE Transactions on Neural Networks and Learning Systems
52 publications · 3.2K citations
32
h-index
IEEE Transactions on Geoscience and Remote Sensing
44 publications · 2.9K citations
30
h-index
IEEE Transactions on Cybernetics
40 publications · 2.9K citations
27
h-index

1–5