Concepedia

Multimodal Variational Inference

Multimodal Variational Inference is a variational inference framework that extends standard variational methods by modeling complex, multimodal posterior distributions through flexible approximation families capable of capturing dependencies across multiple distinct data modalities.

38

Publications

2.2K

Citations

164

Authors

80

Institutions

Publications per year

2017–2026

34

Parents

Publications

38

MVAE: Multimodal Variational Autoencoder for Fake News Detection

Dhruv Khattar, Jaipal Singh Goud, Manish Gupta et al. · 2019 · 745 citations · Full text

, , +16

Variational Methods for Multimodal Image Matching

Gerardo Hermosillo, Christophe Chefd’hotel, Olivier Faugeras · International Journal of Computer Vision · 2002 · 391 citations

, , +13

Dual Gaussian-based Variational Subspace Disentanglement for Visible-Infrared Person Re-Identification

Nan Pu, Wei Chen, Yu Liu et al. · 2020 · 93 citations · Full text

, , +16

Letting Logos Speak: Leveraging Multiview Representation Learning for Data-Driven Branding and Logo Design

Ryan Dew, Asim Ansari, Olivier Toubia · Marketing Science · 2021 · 86 citations

, , +17

The covariance environment defines cellular niches for spatial inference

Doron Haviv, Ján Remšík, Mohamed I. Gatie et al. · Nature Biotechnology · 2024 · 57 citations · Full text

, , +16

1–5 of 38

Authors

164

  1. SO
    Solange Oliveira Rezende

    Universidade de São Paulo, Brazil

    2 publications · 43 citations

    2

    h-index

  2. RG
    Rafael Geraldeli Rossi

    Universidade de São Paulo, Brazil

    2 publications · 43 citations

    2

    h-index

  3. RM
    Ricardo Marcondes Marcacini

    Universidade de São Paulo, Brazil

    2 publications · 43 citations

    2

    h-index

  4. AC
    Aaron Courville

    Université de Montréal, Canada

    2 publications · 35 citations

    2

    h-index

  5. TN
    Tal Nawy

    Memorial Sloan Kettering Cancer Center, United States

    2 publications · 73 citations

    2

    h-index

1–5 of 164

Institutions

80

  1. National University of Singapore

    Singapore, Singapore

    3 h-index

    4 publications

    85 citations

  2. Memorial Sloan Kettering Cancer Center

    New York, United States

    2 h-index

    15 publications

    650 citations

  3. Howard Hughes Medical Institute

    Chevy Chase, United States

    2 h-index

    2 publications

    73 citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    2 h-index

    2 publications

    71 citations

  5. Weill Cornell Medicine

    New York, United States

    2 h-index

    2 publications

    73 citations

  6. Delft University of Technology

    Delft, The Netherlands

    2 h-index

    7 publications

    156 citations

  7. Iowa State University

    Ames, United States

    2 h-index

    3 publications

    129 citations

  8. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    2 h-index

    4 publications

    1.2K citations

1–8 of 80

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 101 citations

    6

    h-index

  2. Neural Information Processing Systems

    Conference · 2 publications · 41 citations

    2

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 60 citations

    2

    h-index

  4. Briefings in Bioinformatics

    1 publications · 23 citations

    1

    h-index

  5. International Conference on Learning Representations

    Conference · 1 publications · 51 citations

    1

    h-index

1–5