Concepedia

Multi-task Optimization

Multi-Task Optimization is a computational learning framework that jointly optimizes multiple related tasks by leveraging their shared representations and inter-task dependencies to improve generalization performance compared to learning each task separately.

516

Publications

36.1K

Citations

2K

Authors

535

Institutions

Publications per year

2017–2026

427

Parents

Publications

516

Convex multi-task feature learning

Andreas A. Argyriou, Theodoros Evgeniou, Massimiliano Pontil · Machine Learning · 2008 · 1.4K citations · Full text

, , +11

Modeling Task Relationships in Multi-task Learning with Multi-gate Mixture-of-Experts

Jiaqi Ma, Zhe Zhao, Xinyang Yi et al. · 2018 · 1.1K citations · Full text

, , +11

Multi-Task Learning for Dense Prediction Tasks: A Survey

Simon Vandenhende, Stamatios Georgoulis, Wouter Van Gansbeke et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2021 · 762 citations · Full text

, , +15

Planning-oriented Autonomous Driving

Yihan Hu, Jiazhi Yang, Li Chen et al. · 2023 · 713 citations

, , +14

End-to-End Blind Image Quality Assessment Using Deep Neural Networks

Kede Ma, Wentao Liu, Kai Zhang et al. · IEEE Transactions on Image Processing · 2017 · 620 citations

, , +15

1–5 of 516

Authors

2K

  1. MG
    Maoguo Gong

    Xidian University, China

    13 publications · 892 citations

    13

    h-index

  2. KC
    Kay Chen Tan

    National University of Singapore, Singapore

    12 publications · 1.4K citations

    12

    h-index

  3. ZZ
    Zexuan Zhu

    Shenzhen University, China

    12 publications · 658 citations

    12

    h-index

  4. YO
    Yew-Soon Ong

    Nanyang Technological University, Singapore

    11 publications · 1.9K citations

    11

    h-index

  5. JZ
    Jinghui Zhong

    South China University of Technology, China

    10 publications · 1.1K citations

    10

    h-index

1–5 of 2K

Institutions

535

  1. South China University of Technology

    Guangzhou, China

    20 h-index

    44 publications

    3.1K citations

  2. Xidian University

    Xi'an, China

    20 h-index

    78 publications

    4.5K citations

  3. Shenzhen University

    Shenzhen, China

    19 h-index

    68 publications

    3.1K citations

  4. Nanyang Technological University

    Singapore, Singapore

    16 h-index

    38 publications

    4.4K citations

  5. Chinese Academy of Sciences

    Beijing, China

    15 h-index

    50 publications

    3.5K citations

  6. Tsinghua University

    Beijing, China

    14 h-index

    43 publications

    3.7K citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    13 h-index

    29 publications

    1.9K citations

  8. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    12 h-index

    24 publications

    1K citations

1–8 of 535

Venues

  1. arXiv (Cornell University)

    Repository · 66 publications · 3.4K citations

    30

    h-index

  2. IEEE Transactions on Evolutionary Computation

    33 publications · 2.9K citations

    29

    h-index

  3. IEEE Transactions on Cybernetics

    17 publications · 1.5K citations

    15

    h-index

  4. IEEE Access

    13 publications · 543 citations

    13

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 12 publications · 1.1K citations

    12

    h-index

1–5