Concepedia

Shared Representation Learning

Shared Representation Learning is a multi-task learning approach that belongs to the category of methods which construct a common latent space across related tasks, distinguished by its mechanism of enforcing parameter sharing or feature alignment to improve generalization through inductive transfer.

217

Publications

15K

Citations

757

Authors

280

Institutions

Publications per year

2017–2026

156

Parents

Publications

217

Recurrent Neural Network for Text Classification with Multi-Task Learning

Pengfei Liu, Xipeng Qiu, Xuanjing Huang · arXiv (Cornell University) · 2016 · 968 citations · Full text

, , +13

MVAE: Multimodal Variational Autoencoder for Fake News Detection

Dhruv Khattar, Jaipal Singh Goud, Manish Gupta et al. · 2019 · 745 citations · Full text

, , +16

Adversarial Multi-task Learning for Text Classification

Pengfei Liu, Xipeng Qiu, Xuanjing Huang · 2017 · 596 citations · Full text

, , +16

Cross-Modality Person Re-Identification With Shared-Specific Feature Transfer

Yan Lu, Yue Wu, Bin Liu et al. · 2020 · 410 citations

, , +13

Multi-Task Learning with Deep Neural Networks: A Survey

Michael Crawshaw · arXiv (Cornell University) · 2020 · 403 citations · Full text

, , +14

1–5 of 217

Authors

757

  1. XQ
    Xipeng Qiu

    Fudan University, China

    5 publications · 1.9K citations

    5

    h-index

  2. JY
    Jieping Ye

    Arizona State University, United States

    5 publications · 650 citations

    5

    h-index

  3. RM
    Risto Miikkulainen

    The University of Texas at Austin, United States

    4 publications · 74 citations

    4

    h-index

  4. PL
    Pengfei Liu

    Fudan University, China

    4 publications · 1.8K citations

    4

    h-index

  5. XH
    Xuanjing Huang

    Fudan University, China

    4 publications · 1.8K citations

    4

    h-index

1–5 of 757

Institutions

280

  1. University of Science and Technology of China

    Hefei, China

    7 h-index

    19 publications

    2.4K citations

  2. Nanjing University of Science and Technology

    Nanjing, China

    6 h-index

    11 publications

    916 citations

  3. Tsinghua University

    Beijing, China

    6 h-index

    14 publications

    750 citations

  4. Sun Yat-sen University

    Guangzhou, China

    6 h-index

    11 publications

    303 citations

  5. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    5 h-index

    11 publications

    278 citations

  6. Harbin Institute of Technology

    Harbin, China

    5 h-index

    7 publications

    287 citations

  7. University College London

    London, United Kingdom

    5 h-index

    13 publications

    772 citations

  8. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    13 publications

    761 citations

1–8 of 280

Venues

  1. arXiv (Cornell University)

    Repository · 37 publications · 3.2K citations

    22

    h-index

  2. 7

    h-index

  3. Pattern Recognition Letters

    6 publications · 242 citations

    6

    h-index

  4. IEEE Transactions on Cybernetics

    5 publications · 355 citations

    5

    h-index

  5. Pattern Recognition

    4 publications · 274 citations

    4

    h-index

1–5