Concepedia

Auxiliary Task Learning

Auxiliary Task Learning is a multi-task learning strategy in which an auxiliary task, distinct from the primary task, is introduced to improve model performance by providing additional inductive bias through shared representations.

348

Publications

55.8K

Citations

1.3K

Authors

383

Institutions

Publications per year

2017–2026

333

Parents

Publications

348

Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation

Ross Girshick, Jeff Donahue, Trevor Darrell et al. · 2014 · 31.8K citations

, , +16

Region-Based Convolutional Networks for Accurate Object Detection and Segmentation

Ross Girshick, Jeff Donahue, Trevor Darrell et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2015 · 2.9K citations

, , +16

An Overview of Multi-Task Learning in Deep Neural Networks

Sebastian Ruder · arXiv (Cornell University) · 2017 · 2.4K citations · Full text

, , +14

VectorNet: Encoding HD Maps and Agent Dynamics From Vectorized Representation

Jiyang Gao, Chen Sun, Hang Zhao et al. · 2020 · 898 citations

, , +17

Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation

Xin Xia, Hongzhi Yin, Junliang Yu et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 560 citations · Full text

, , +15

1–5 of 348

Authors

1.3K

  1. TD
    Trevor Darrell

    University of California, Berkeley, United States

    6 publications · 35.5K citations

    6

    h-index

  2. AG
    Alexander G. Hauptmann

    Carnegie Mellon University, United States

    4 publications · 553 citations

    4

    h-index

  3. RG
    Ross Girshick

    Meta (Israel), Israel

    4 publications · 35.3K citations

    4

    h-index

  4. HZ
    Hang Zhao

    National University of Defense Technology, China

    4 publications · 1.1K citations

    4

    h-index

  5. JM
    Jitendra Malik

    University of California, Berkeley, United States

    4 publications · 35.3K citations

    4

    h-index

1–5 of 1.3K

Institutions

383

  1. University of Chinese Academy of Sciences

    Beijing, China

    14 h-index

    55 publications

    2K citations

  2. Google (United States)

    Mountain View, United States

    13 h-index

    63 publications

    5.6K citations

  3. Chinese Academy of Sciences

    Beijing, China

    10 h-index

    46 publications

    1.5K citations

  4. Peking University

    Beijing, China

    8 h-index

    18 publications

    617 citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    8 h-index

    16 publications

    1.5K citations

  6. University of Science and Technology of China

    Hefei, China

    8 h-index

    23 publications

    1.5K citations

  7. Nanyang Technological University

    Singapore, Singapore

    8 h-index

    16 publications

    1.1K citations

  8. Tsinghua University

    Beijing, China

    8 h-index

    32 publications

    1.3K citations

1–8 of 383

Venues

  1. arXiv (Cornell University)

    Repository · 49 publications · 5K citations

    24

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 20 publications · 1.8K citations

    15

    h-index

  3. IEEE Access

    12 publications · 410 citations

    12

    h-index

  4. IEEE Transactions on Multimedia

    6 publications · 283 citations

    6

    h-index

  5. 5

    h-index

1–5