Concepedia

Latent Space Models

Latent Space Models is a type of probabilistic model in latent variable analysis that represents observed data as generated from unobserved (latent) variables structured within a geometric space, where the spatial relationships encode similarities or interactions among entities.

1.2K

Publications

95.8K

Citations

4K

Authors

1K

Institutions

Publications per year

2017–2026

872

Parents

Publications

1.2K

High-Resolution Image Synthesis with Latent Diffusion Models

Robin Rombach, Andreas Blattmann, Dominik Lorenz et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 13.7K citations

, , +15

Latent Space Approaches to Social Network Analysis

Peter D. Hoff, Adrian E. Raftery, Mark S. Handcock · Journal of the American Statistical Association · 2002 · 2K citations

, , +16

Document clustering based on non-negative matrix factorization

Wei Xu, Xin Liu, Yihong Gong · 2003 · 1.9K citations

, , +15

Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling

Jiajun Wu, Chengkai Zhang, Tianfan Xue et al. · arXiv (Cornell University) · 2016 · 1.6K citations · Full text

, , +12

Scalable Diffusion Models with Transformers

William Peebles, Saining Xie · 2023 · 1.4K citations

, , +9

1–5 of 1.2K

Authors

4K

  1. EP
    Eric P. Xing

    Carnegie Mellon University, United States

    9 publications · 306 citations

    9

    h-index

  2. DC
    Daniel Cohen‐Or

    Tel Aviv University, Israel

    9 publications · 629 citations

    9

    h-index

  3. RR
    Robin Rombach

    Ludwig-Maximilians-Universität München, Germany

    8 publications · 15.1K citations

    8

    h-index

  4. AB
    Andreas Blattmann

    Ludwig-Maximilians-Universität München, Germany

    7 publications · 15.1K citations

    7

    h-index

  5. SL
    Sergey Levine

    University of California, Berkeley, United States

    6 publications · 215 citations

    6

    h-index

1–5 of 4K

Institutions

1K

  1. Carnegie Mellon University

    Pittsburgh, United States

    23 h-index

    83 publications

    4.3K citations

  2. University of Washington

    Seattle, United States

    20 h-index

    61 publications

    13K citations

  3. Tsinghua University

    Beijing, China

    19 h-index

    51 publications

    4.2K citations

  4. Chinese Academy of Sciences

    Beijing, China

    18 h-index

    68 publications

    3.6K citations

  5. Stanford University

    Stanford, United States

    18 h-index

    50 publications

    5.8K citations

  6. University of Illinois Urbana-Champaign

    Urbana, United States

    18 h-index

    38 publications

    2.2K citations

  7. Nanyang Technological University

    Singapore, Singapore

    15 h-index

    32 publications

    2K citations

  8. University of Toronto

    Toronto, Canada

    15 h-index

    27 publications

    8.2K citations

1–8 of 1K

Venues

  1. arXiv (Cornell University)

    Repository · 171 publications · 9.4K citations

    40

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 29 publications · 2.2K citations

    19

    h-index

  3. 14

    h-index

  4. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 13 publications · 3.1K citations

    13

    h-index

  5. ACM Transactions on Graphics

    TOG · 15 publications · 1.1K citations

    13

    h-index

1–5