Concepedia

Task Similarity Learning

Task Similarity Learning is a meta-learning framework that quantifies the relatedness between learning tasks through learned or computed similarity metrics, enabling knowledge transfer and model adaptation by distinguishing tasks based on shared structural or functional characteristics within a task distribution.

51

Publications

1.8K

Citations

141

Authors

68

Institutions

Publications per year

2017–2026

35

Parents

Publications

51

Adaptive Transfer Learning

Bin Cao, Sinno Jialin Pan, Yu Zhang et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2010 · 141 citations · Full text

, , +12

Analogical Transfer in Very Young Children: Combining Two Separately Learned Solutions to Reach a Goal

Maria A. Crisafi, Ann L. Brown · Child Development · 1986 · 106 citations

, , +17

MetaSense

Taesik Gong, Yeonsu Kim, Jinwoo Shin et al. · 2019 · 104 citations

, , +16

Multi-task Gaussian Process Learning of Robot Inverse Dynamics

Christopher K. I. Williams, Stefan Klanke, Sethu Vijayakumar et al. · Neural Information Processing Systems · 2008 · 91 citations

, , +13

Orthogonal Transfer for Multitask Optimization

Sheng-Hao Wu, Zhi‐Hui Zhan, Kay Chen Tan · IEEE Transactions on Evolutionary Computation · 2022 · 78 citations · Full text

, , +13

1–5 of 51

Authors

141

  1. SJ
    Sung Ju Hwang

    Korea Advanced Institute of Science and Technology, South Korea

    3 publications · 87 citations

    3

    h-index

  2. EY
    Eunho Yang

    Korea Advanced Institute of Science and Technology, South Korea

    3 publications · 87 citations

    3

    h-index

  3. JY
    Jaehong Yoon

    Korea Advanced Institute of Science and Technology, South Korea

    3 publications · 87 citations

    3

    h-index

  4. GL
    Giwoong Lee

    Korea Advanced Institute of Science and Technology, South Korea

    3 publications · 87 citations

    3

    h-index

  5. WJ
    Wonyong Jeong

    Korea Advanced Institute of Science and Technology, South Korea

    3 publications · 87 citations

    3

    h-index

1–5 of 141

Institutions

68

  1. Korea Advanced Institute of Science and Technology

    Daejeon, South Korea

    3 h-index

    14 publications

    766 citations

  2. Dalian University of Technology

    Dalian, China

    2 h-index

    7 publications

    160 citations

  3. Korea Institute of Science and Technology

    Seoul, South Korea

    2 h-index

    10 publications

    350 citations

  4. University of California, Irvine

    Irvine, United States

    2 h-index

    1 publications

    35 citations

  5. University of Oxford

    Oxford, United Kingdom

    2 h-index

    2 publications

    25 citations

  6. Leiden University

    Leiden, The Netherlands

    2 h-index

    3 publications

    42 citations

  7. Université Laval

    Québec, Canada

    2 h-index

    9 publications

    242 citations

  8. Tsinghua University

    Beijing, China

    2 h-index

    6 publications

    183 citations

1–8 of 68

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 196 citations

    7

    h-index

  2. Neural Information Processing Systems

    Conference · 4 publications · 143 citations

    4

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 184 citations

    3

    h-index

  4. 2

    h-index

  5. Psychological Review

    1 publications · 63 citations

    1

    h-index

1–5