Concepedia

Task Grouping

Task Grouping is a multi-task learning strategy that categorizes tasks into structurally coherent subsets based on their relatedness, enabling optimized knowledge sharing and model specialization within each group.

91

Publications

6.1K

Citations

263

Authors

114

Institutions

Publications per year

2017–2026

34

Parents

Publications

91

Learning by Doing Something Else: Variation, Relatedness, and the Learning Curve

Melissa A. Schilling, Patricia G. Vidal, Robert E. Ployhart et al. · Management Science · 2003 · 464 citations

, , +17

Transactive Memory Systems, Learning, and Learning Transfer

Kyle Lewis, Donald Lange, Lynette A. Gillis · Organization Science · 2005 · 457 citations

, , +15

Learning with Whom to Share in Multi-task Feature Learning

Zhuoliang Kang, Kristen Grauman, Fei Sha · 2011 · 308 citations

, , +16

Clustered Multi-Task Learning: A Convex Formulation

Laurent Jacob, Francis Bach, Jean‐Philippe Vert · arXiv (Cornell University) · 2008 · 285 citations · Full text

, , +15

Learning Task Grouping and Overlap in Multi-task Learning

Abhishek Kumar, Hal Daumé · arXiv (Cornell University) · 2012 · 253 citations · Full text

, , +16

1–5 of 91

Authors

263

  1. MP
    Massimiliano Pontil

    University College London, United Kingdom

    2 publications · 161 citations

    2

    h-index

  2. DB
    David B. Boles

    Rensselaer Polytechnic Institute, United States

    2 publications · 35 citations

    2

    h-index

  3. JB
    Joachim Bingel

    University of Copenhagen, Denmark

    2 publications · 212 citations

    2

    h-index

  4. MJ
    Michel J. Anzanello

    Universidade Federal do Rio Grande do Sul, Brazil

    2 publications · 87 citations

    2

    h-index

  5. JZ
    Jun Zhang

    Sun Yat-sen University, China

    2 publications · 142 citations

    2

    h-index

1–5 of 263

Institutions

114

  1. South China University of Technology

    Guangzhou, China

    5 h-index

    9 publications

    435 citations

  2. The University of Texas at Austin

    Austin, United States

    3 h-index

    5 publications

    1.7K citations

  3. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    2 h-index

    2 publications

    142 citations

  4. Arizona State University

    Tempe, United States

    2 h-index

    4 publications

    757 citations

  5. Indiana University

    Bloomington, United States

    2 h-index

    2 publications

    26 citations

  6. University College London

    London, United Kingdom

    2 h-index

    5 publications

    425 citations

  7. University of Chinese Academy of Sciences

    Beijing, China

    2 h-index

    2 publications

    64 citations

  8. Peking University

    Beijing, China

    2 h-index

    4 publications

    208 citations

1–8 of 114

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 653 citations

    6

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 192 citations

    3

    h-index

  3. IEEE Transactions on Cybernetics

    3 publications · 166 citations

    3

    h-index

  4. PubMed

    Repository · 2 publications · 267 citations

    2

    h-index

  5. 2

    h-index

1–5