Concepedia

Latent Dynamics Models

Latent Dynamics Models is a type of dynamics model in robot learning that represents environment transitions in a compressed, unobserved (latent) state space, enabling efficient and accurate prediction of future states by capturing essential physical or behavioral patterns while filtering out sensory redundancies.

187

Publications

11.3K

Citations

665

Authors

303

Institutions

Publications per year

2017–2026

136

Parents

Publications

187

Stock price prediction using LSTM, RNN and CNN-sliding window model

Sreelekshmy Selvin, R. Vinayakumar, E. A. Gopalakrishnan et al. · 2017 · 1K citations

, , +17

The separation of between-person and within-person components of individual change over time: A latent curve model with structured residuals.

Patrick J. Curran, Sierra A. Bainter, Stephanie Lane et al. · Journal of Consulting and Clinical Psychology · 2013 · 487 citations · Full text

, , +17

Embed to control: a locally Linear Latent dynamics model for control from raw images

Manuel Watter, Jost Tobias Springenberg, Joschka Boedecker et al. · 2015 · 443 citations

, , +15

Learning Latent Dynamics for Planning from Pixels

Danijar Hafner, Timothy Lillicrap, Ian Fischer et al. · arXiv (Cornell University) · 2018 · 367 citations · Full text

, , +17

Neural Relational Inference for Interacting Systems

Thomas Kipf, Ethan Fetaya, Kuan-Chieh Wang et al. · UvA-DARE (University of Amsterdam) · 2018 · 284 citations · Full text

, , +15

1–5 of 187

Authors

665

  1. LE
    Lee E. Miller

    Northwestern University, United States

    5 publications · 277 citations

    5

    h-index

  2. MG
    Matthew G. Perich

    Northwestern University, United States

    3 publications · 211 citations

    3

    h-index

  3. YC
    Youngsoo Choi

    Lawrence Livermore National Laboratory, United States

    3 publications · 122 citations

    3

    h-index

  4. MJ
    Mehrdad Jazayeri

    McGovern Institute for Brain Research, United States

    3 publications · 352 citations

    3

    h-index

  5. MS
    Maneesh Sahani

    University College London, United Kingdom

    3 publications · 98 citations

    3

    h-index

1–5 of 665

Institutions

303

  1. Georgia Institute of Technology

    Atlanta, United States

    6 h-index

    18 publications

    504 citations

  2. Harvard University

    Cambridge, United States

    6 h-index

    18 publications

    369 citations

  3. National University of Singapore

    Singapore, Singapore

    6 h-index

    17 publications

    834 citations

  4. University of Washington

    Seattle, United States

    6 h-index

    7 publications

    205 citations

  5. Stanford University

    Stanford, United States

    6 h-index

    24 publications

    2.1K citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    6 h-index

    17 publications

    1.5K citations

  7. Imperial College London

    London, United Kingdom

    6 h-index

    12 publications

    788 citations

  8. University of California San Diego

    San Diego, United States

    5 h-index

    7 publications

    308 citations

1–8 of 303

Venues

  1. arXiv (Cornell University)

    Repository · 35 publications · 1.8K citations

    20

    h-index

  2. bioRxiv (Cold Spring Harbor Laboratory)

    Repository · 5 publications · 106 citations

    5

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 100 citations

    4

    h-index

  4. Nature Communications

    4 publications · 363 citations

    4

    h-index

  5. Structural Equation Modeling A Multidisciplinary Journal

    SEM · 4 publications · 325 citations

    4

    h-index

1–5