Concepedia

Parameter-efficient Algorithms

Parameter-Efficient Algorithms is a class of algorithmic methods in parameterized complexity that, given an input instance and a parameter, achieve competitive performance while significantly reducing the number of trainable or adjustable parameters compared to standard models, thereby optimizing computational and memory resources without proportional loss in solution quality.

179

Publications

13.8K

Citations

634

Authors

243

Institutions

Publications per year

2017–2026

82

Parents

Publications

179

Conformer: Convolution-augmented Transformer for Speech Recognition

Anmol Gulati, James Qin, Chung‐Cheng Chiu et al. · 2020 · 2.7K citations

, , +13

Parameter-efficient fine-tuning of large-scale pre-trained language models

Ning Ding, Yujia Qin, Guang Yang et al. · Nature Machine Intelligence · 2023 · 906 citations · Full text

, , +16

A parameter-efficient deep learning approach to predict conversion from mild cognitive impairment to Alzheimer's disease

S Spasov, Luca Passamonti, Andrea Duggento et al. · NeuroImage · 2019 · 431 citations · Full text

, , +14

Conformer: Convolution-augmented Transformer for Speech Recognition

Anmol Gulati, James Qin, Chung‐Cheng Chiu et al. · arXiv (Cornell University) · 2020 · 385 citations · Full text

, , +13

Efficient algorithms for combinatorial problems on graphs with bounded decomposability — A survey

Stefan Arnborg · BIT Numerical Mathematics · 1985 · 368 citations

, , +16

1–5 of 179

Authors

634

  1. RN
    Rolf Niedermeier

    Technische Universität Berlin, Germany

    10 publications · 1.3K citations

    10

    h-index

  2. ZL
    Zhiyuan Liu

    Tsinghua University, China

    4 publications · 1K citations

    4

    h-index

  3. MS
    Maosong Sun

    Tsinghua University, China

    4 publications · 1K citations

    4

    h-index

  4. FH
    Falk Hüffner

    Friedrich Schiller University Jena, Germany

    3 publications · 381 citations

    3

    h-index

  5. JG
    Jiong Guo

    Friedrich Schiller University Jena, Germany

    3 publications · 268 citations

    3

    h-index

1–5 of 634

Institutions

243

  1. Google (United States)

    Mountain View, United States

    11 h-index

    31 publications

    31.2K citations

  2. University of Tübingen

    Tübingen, Germany

    7 h-index

    10 publications

    1.9K citations

  3. Friedrich Schiller University Jena

    Jena, Germany

    5 h-index

    16 publications

    1.7K citations

  4. Tsinghua University

    Beijing, China

    5 h-index

    41 publications

    19.1K citations

  5. Tencent (China)

    Shenzhen, China

    5 h-index

    12 publications

    992 citations

  6. Sun Yat-sen University

    Guangzhou, China

    4 h-index

    6 publications

    471 citations

  7. Columbia University

    New York, United States

    4 h-index

    8 publications

    355 citations

  8. University of Chicago

    Chicago, United States

    4 h-index

    6 publications

    283 citations

1–8 of 243

Venues

  1. arXiv (Cornell University)

    Repository · 34 publications · 1.5K citations

    20

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 8 publications · 464 citations

    8

    h-index

  3. Journal of Discrete Algorithms

    5 publications · 299 citations

    5

    h-index

  4. Algorithmica

    4 publications · 429 citations

    4

    h-index

  5. Discrete Applied Mathematics

    3 publications · 72 citations

    3

    h-index

1–5