Concepedia

Meta-initialization

Meta-Initialization is a meta-learning strategy that establishes an optimal starting point in parameter space for rapid adaptation to new tasks by encoding prior knowledge across related learning episodes.

49

Publications

3.7K

Citations

210

Authors

67

Institutions

Publications per year

2017–2026

46

Parents

Publications

49

Meta-SGD: Learning to Learn Quickly for Few-Shot Learning

Zhenguo Li, Fengwei Zhou, Fei Chen et al. · arXiv (Cornell University) · 2017 · 845 citations · Full text

, , +12

On First-Order Meta-Learning Algorithms

Alex Nichol, Joshua Achiam, John Schulman · arXiv (Cornell University) · 2018 · 544 citations · Full text

, , +11

Learned Initializations for Optimizing Coordinate-Based Neural Representations

Matthew Tancik, Ben Mildenhall, Terrance Wang et al. · 2021 · 217 citations

, , +15

Panoptic Neural Fields: A Semantic Object-Aware Neural Scene Representation

Abhijit Kundu, Kyle Genova, Xiaoqi Yin et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 206 citations

, , +16

Task-Sequencing Meta Learning for Intelligent Few-Shot Fault Diagnosis With Limited Data

Ruonan Liu, Xianling Li, Dongyue Chen et al. · IEEE Transactions on Industrial Informatics · 2021 · 167 citations

, , +16

1–5 of 49

Authors

210

  1. CK
    Constantine Kreatsoulas

    United States Military Academy, United States

    3 publications · 44 citations

    3

    h-index

  2. CQ
    Cuong Q. Nguyen

    GlaxoSmithKline (Netherlands), Netherlands

    3 publications · 44 citations

    3

    h-index

  3. KB
    Kim Branson

    Stanford University, United States

    3 publications · 44 citations

    3

    h-index

  4. HY
    Han-Jia Ye

    Nanjing University, China

    2 publications · 62 citations

    2

    h-index

  5. TW
    Terrance Wang

    University of California, Berkeley, United States

    2 publications · 232 citations

    2

    h-index

1–5 of 210

Institutions

67

  1. Google (United States)

    Mountain View, United States

    4 h-index

    16 publications

    2.6K citations

  2. GlaxoSmithKline (Netherlands)

    Zeist, Netherlands

    3 h-index

    3 publications

    44 citations

  3. University of Chinese Academy of Sciences

    Beijing, China

    2 h-index

    3 publications

    328 citations

  4. The Ohio State University

    Columbus, United States

    2 h-index

    3 publications

    66 citations

  5. Korea Advanced Institute of Science and Technology

    Daejeon, South Korea

    2 h-index

    5 publications

    305 citations

  6. Seoul National University

    Seoul, South Korea

    2 h-index

    10 publications

    390 citations

  7. Nanjing University

    Nanjing, China

    2 h-index

    4 publications

    154 citations

  8. Xi'an Jiaotong University

    Xi'an, China

    1 h-index

    1 publications

    155 citations

1–8 of 67

Venues

  1. arXiv (Cornell University)

    Repository · 15 publications · 1.8K citations

    13

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 75 citations

    2

    h-index

  3. ChemRxiv

    Repository · 2 publications · 24 citations

    2

    h-index

  4. 2

    h-index

  5. Neural Computing and Applications

    1 publications · 78 citations

    1

    h-index

1–5