Concepedia

Embedding Regularization

Embedding Regularization is a computational technique in natural language processing that belongs to the class of regularization methods, specifically designed to constrain the learned representations of words in a continuous vector space to improve generalization by reducing overfitting, enhancing semantic coherence, or enforcing desirable geometric properties.

60

Publications

4.7K

Citations

216

Authors

91

Institutions

Publications per year

2017–2026

49

Parents

Publications

60

A Structured Self-attentive Sentence Embedding

Zhouhan Lin, Minwei Feng, Cícero Nogueira dos Santos et al. · arXiv (Cornell University) · 2017 · 1.5K citations · Full text

, , +16

A Structured Self-Attentive Sentence Embedding.

Zhouhan Lin, Minwei Feng, Cícero Nogueira dos Santos et al. · International Conference on Learning Representations · 2017 · 365 citations

, , +15

Weight Poisoning Attacks on Pretrained Models

Keita Kurita, Paul Michel, Graham Neubig · 2020 · 316 citations · Full text

, , +13

Adversarial Training Methods for Semi-Supervised Text Classification

Takeru Miyato, Andrew M. Dai, Ian Goodfellow · arXiv (Cornell University) · 2016 · 201 citations · Full text

, , +13

TorusE: Knowledge Graph Embedding on a Lie Group

Takuma Ebisu, Ryutaro Ichise · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 191 citations · Full text

, , +14

1–5 of 60

Authors

216

  1. BW
    Byron Wallace

    Northeastern University, United States

    2 publications · 129 citations

    2

    h-index

  2. MF
    Minwei Feng

    IBM (United States), United States

    2 publications · 1.8K citations

    2

    h-index

  3. WD
    Weihong Deng

    Beijing University of Posts and Telecommunications, China

    2 publications · 73 citations

    2

    h-index

  4. LW
    Liwei Wang

    Peking University, China

    2 publications · 158 citations

    2

    h-index

  5. RI
    Ryutaro Ichise

    National Institute of Informatics, Japan

    2 publications · 202 citations

    2

    h-index

1–5 of 216

Institutions

91

  1. Peking University

    Beijing, China

    6 h-index

    17 publications

    679 citations

  2. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    3 h-index

    7 publications

    81 citations

  3. Beijing University of Posts and Telecommunications

    Beijing, China

    3 h-index

    7 publications

    206 citations

  4. Jiangsu University

    Zhenjiang, China

    2 h-index

    4 publications

    134 citations

  5. Tel Aviv University

    Tel Aviv, Israel

    2 h-index

    6 publications

    394 citations

  6. Shandong Institute of Automation

    Jinan, China

    2 h-index

    2 publications

    67 citations

  7. Google (United States)

    Mountain View, United States

    2 h-index

    7 publications

    417 citations

  8. Nanjing University

    Nanjing, China

    2 h-index

    4 publications

    141 citations

1–8 of 91

Venues

  1. arXiv (Cornell University)

    Repository · 13 publications · 2.2K citations

    11

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 5 publications · 368 citations

    5

    h-index

  3. Pattern Recognition

    3 publications · 95 citations

    3

    h-index

  4. IEEE Transactions on Cybernetics

    2 publications · 48 citations

    2

    h-index

  5. 2

    h-index

1–5