Concepedia

Task Embedding

Task Embedding is a representational encoding that captures the distinctive characteristics of a learning task within a shared latent space, enabling meta-learning systems to generalize across tasks by modeling task-specific inductive biases as compact vectorial signatures.

30

Publications

2.1K

Citations

120

Authors

61

Institutions

Publications per year

2017–2026

24

Parents

Publications

30

Task representations in neural networks trained to perform many cognitive tasks

Guangyu Robert Yang, Madhura R. Joglekar, Hui Song et al. · Nature Neuroscience · 2019 · 613 citations · Full text

, , +15

Deep learning encodes robust discriminative neuroimaging representations to outperform standard machine learning

Anees Abrol, Zening Fu, Mustafa S. Salman et al. · Nature Communications · 2021 · 218 citations · Full text

, , +17

Prompt Distribution Learning

Yuning Lu, Jianzhuang Liu, Yonggang Zhang et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 217 citations

, , +16

Exploring Task Structure for Brain Tumor Segmentation From Multi-Modality MR Images

Dingwen Zhang, Guohai Huang, Qiang Zhang et al. · IEEE Transactions on Image Processing · 2020 · 179 citations · Full text

, , +17

TAFE-Net: Task-Aware Feature Embeddings for Low Shot Learning

Xin Wang, Fisher Yu, Ruth Wang et al. · 2019 · 113 citations

, , +14

1–5 of 30

Authors

120

  1. XW
    Xin Wang

    Stony Brook University, United States

    2 publications · 125 citations

    2

    h-index

  2. FY
    Fisher Yu

    University of California, Berkeley, United States

    2 publications · 125 citations

    2

    h-index

  3. JE
    Joseph E. Gonzalez

    University of California, Berkeley, United States

    2 publications · 125 citations

    2

    h-index

  4. TD
    Trevor Darrell

    University of California, Berkeley, United States

    2 publications · 125 citations

    2

    h-index

  5. RW
    Ruth Wang

    University of California San Diego, United States

    2 publications · 125 citations

    2

    h-index

1–5 of 120

Institutions

61

  1. Huawei Technologies (Sweden)

    Stockholm, Sweden

    3 h-index

    6 publications

    342 citations

  2. Tsinghua University

    Beijing, China

    2 h-index

    2 publications

    56 citations

  3. Northwestern Polytechnical University

    Xi'an, China

    2 h-index

    6 publications

    426 citations

  4. University of Massachusetts Amherst

    Amherst Center, United States

    2 h-index

    2 publications

    68 citations

  5. University of California, Irvine

    Irvine, United States

    2 h-index

    2 publications

    76 citations

  6. Stanford University

    Stanford, United States

    2 h-index

    3 publications

    707 citations

  7. California Institute of Technology

    Pasadena, United States

    1 h-index

    1 publications

    35 citations

  8. Shanghai Institute of Applied Physics

    Pudong, China

    1 h-index

    1 publications

    20 citations

1–8 of 61

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 119 citations

    5

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 60 citations

    3

    h-index

  3. eScholarship (California Digital Library)

    Repository · 1 publications · 21 citations

    1

    h-index

  4. Neurocomputing

    1 publications · 20 citations

    1

    h-index

  5. Behavior Therapy

    1 publications · 22 citations

    1

    h-index

1–5