Multi-task Learning

Multi-Task Learning is a machine learning paradigm in which a single model is trained to simultaneously perform multiple related tasks by leveraging shared representations and inductive biases to improve generalization across tasks.

5.8K

Publications

433K

Citations

18.1K

Authors

2.5K

Institutions

Publications per year

2017–2026

4.8K

Variants

Mtl

Parents

Machine Learning

Children

Auxiliary Task LearningCross-stitch NetworksGradient BalancingHard Parameter SharingLow-rank Multi-task LearningMulti-task Bayesian LearningMulti-task Deep LearningMulti-task Feature LearningMulti-task Feature SelectionMulti-task Generalization Bounds

Publications

5.8K

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

Two-Stream Convolutional Networks for Action Recognition in Videos

Karen Simonyan, Andrew Zisserman · arXiv (Cornell University) · 2014 · 5.4K citations · Full text

Computing, Computer Science, Computer Vision +16

A unified architecture for natural language processing

Ronan Collobert, Jason Weston · 2008 · 5.2K citations

Computing, Computer Science, Computational Linguistics +16

Joint Face Detection and Alignment Using Multitask Cascaded Convolutional Networks

IEEE Signal Processing Letters · 2016 · 5.1K citations · Full text

Computing, Computer Science, Computer Vision +15

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

1–5 of 5.8K

Authors

18.1K

JY
Jieping Ye
Arizona State University, United States
33 publications · 4.5K citations
26
h-index
DT
Dacheng Tao
The University of Sydney, Australia
36 publications · 3.3K citations
26
h-index
YZ
Yu Zhang
Hong Kong University of Science and Technology, Hong Kong SAR China
29 publications · 5.9K citations
25
h-index
DS
Dinggang Shen
University of North Carolina at Chapel Hill, United States
33 publications · 3.3K citations
24
h-index
MP
Massimiliano Pontil
University College London, United Kingdom
24 publications · 5.8K citations
20
h-index

1–5 of 18.1K

Institutions

2.5K

1–8 of 2.5K

Venues

arXiv (Cornell University)
Repository · 795 publications · 55.1K citations
99
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 166 publications · 12.3K citations
60
h-index
IEEE Transactions on Image Processing
73 publications · 7.6K citations
44
h-index
IEEE Transactions on Pattern Analysis and Machine Intelligence
TPAMI · 57 publications · 10.8K citations
38
h-index
IEEE Access
96 publications · 3.8K citations
36
h-index

1–5