Concepedia

Attention-based Feature Interactions

Attention-Based Feature Interactions is a machine learning method that selectively emphasizes relevant feature combinations through attention mechanisms, distinguishing itself from other feature interaction approaches by dynamically weighting the importance of interacting features based on contextual input.

62

Publications

4.2K

Citations

233

Authors

110

Institutions

Publications per year

2017–2026

49

Parents

Publications

62

Attentional Factorization Machines: Learning the Weight of Feature Interactions via Attention Networks

Jun Xiao, Hao Ye, Xiangnan He et al. · 2017 · 869 citations · Full text

, , +10

Feature Interactions in Consumer Judgments of Verbal versus Pictorial Presentations

Morris B. Holbrook, William L. Moore · Journal of Consumer Research · 1981 · 269 citations

, , +14

Distract Your Attention: Multi-Head Cross Attention Network for Facial Expression Recognition

Zhengyao Wen, Wenzhong Lin, Tao Wang et al. · Biomimetics · 2023 · 249 citations · Full text

, , +16

Self-Attention Attribution: Interpreting Information Interactions Inside Transformer

Yaru Hao, Li Dong, Furu Wei et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 174 citations · Full text

, , +14

Bilinear Attention Networks for Person Retrieval

Pengfei Fang, Jieming Zhou, Soumava Kumar Roy et al. · 2019 · 174 citations

, , +15

1–5 of 62

Authors

233

  1. FW
    Furu Wei

    Microsoft Research Asia (China), China

    2 publications · 197 citations

    2

    h-index

  2. ZW
    Zhengyao Wen

    Wuyi University, China

    2 publications · 291 citations

    2

    h-index

  3. JX
    Jun Xiao

    Zhejiang University, China

    2 publications · 988 citations

    2

    h-index

  4. XH
    Xiangnan He

    University of Science and Technology of China, China

    2 publications · 988 citations

    2

    h-index

  5. GX
    Ge Xu

    East China University of Science and Technology, China

    2 publications · 291 citations

    2

    h-index

1–5 of 233

Institutions

110

  1. Hefei University of Technology

    Hefei, China

    3 h-index

    8 publications

    317 citations

  2. Monash University

    Melbourne, Australia

    2 h-index

    2 publications

    238 citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    2 publications

    154 citations

  4. Zhejiang University

    Hangzhou, China

    2 h-index

    4 publications

    2.6K citations

  5. Chinese Academy of Sciences

    Beijing, China

    2 h-index

    5 publications

    213 citations

  6. University College London

    London, United Kingdom

    2 h-index

    4 publications

    287 citations

  7. National University of Defense Technology

    Changsha, China

    2 h-index

    5 publications

    126 citations

  8. Beihang University

    Beijing, China

    2 h-index

    6 publications

    572 citations

1–8 of 110

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 377 citations

    7

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 368 citations

    4

    h-index

  3. IEEE Access

    2 publications · 39 citations

    2

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 2 publications · 88 citations

    2

    h-index

  5. Perception & Psychophysics

    2 publications · 40 citations

    2

    h-index

1–5