Concepedia

Structured Prediction

Structured Prediction is a supervised learning framework that generalizes standard classification and regression by predicting structured outputs—such as sequences, trees, or graphs—rather than scalar labels, leveraging dependencies among output variables to achieve coherent joint predictions.

384

Publications

39.6K

Citations

848

Authors

295

Institutions

Publications per year

2017–2026

143

Parents

Publications

384

Categorical Reparameterization with Gumbel-Softmax

Eric Jang, Shixiang Gu, Ben Poole · arXiv (Cornell University) · 2016 · 3.2K citations · Full text

, , +16

Convolutional Pose Machines

Shih-En Wei, Varun Ramakrishna, Takeo Kanade et al. · 2016 · 2.8K citations

, , +15

Learning structured output representation using deep conditional generative models

Kihyuk Sohn, Xinchen Yan, Honglak Lee · 2015 · 2.1K citations

, , +16

Accelerating Stochastic Gradient Descent using Predictive Variance Reduction

Rie Johnson, Tong Zhang · 2013 · 1.9K citations

, , +16

Struck: Structured output tracking with kernels

Sam Hare, Amir Saffari, Philip H. S. Torr · 2011 · 1.8K citations

, , +14

1–5 of 384

Authors

848

  1. AG
    Amir Globerson

    Hebrew University of Jerusalem, Israel

    11 publications · 626 citations

    10

    h-index

  2. BT
    Ben Taskar

    University of Pennsylvania, United States

    10 publications · 853 citations

    10

    h-index

  3. JA
    J. Andrew Bagnell

    Carnegie Mellon University, United States

    9 publications · 2.8K citations

    9

    h-index

  4. EP
    Eric P. Xing

    Carnegie Mellon University, United States

    7 publications · 188 citations

    7

    h-index

  5. TH
    Tamir Hazan

    Technion – Israel Institute of Technology, Israel

    7 publications · 446 citations

    7

    h-index

1–5 of 848

Institutions

295

  1. Carnegie Mellon University

    Pittsburgh, United States

    24 h-index

    70 publications

    23.1K citations

  2. Google (United States)

    Mountain View, United States

    17 h-index

    47 publications

    3.6K citations

  3. Stanford University

    Stanford, United States

    15 h-index

    38 publications

    4.7K citations

  4. ETH Zurich

    Zurich, Switzerland

    13 h-index

    34 publications

    3.1K citations

  5. Toyota Technological Institute at Chicago

    Chicago, United States

    12 h-index

    30 publications

    1.7K citations

  6. University of California, Berkeley

    Berkeley, United States

    10 h-index

    20 publications

    1.5K citations

  7. University of Maryland, College Park

    College Park, United States

    10 h-index

    20 publications

    871 citations

  8. University of Illinois Urbana-Champaign

    Urbana, United States

    10 h-index

    25 publications

    683 citations

1–8 of 295

Venues

  1. arXiv (Cornell University)

    Repository · 94 publications · 10.4K citations

    37

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 11 publications · 645 citations

    11

    h-index

  3. Neural Information Processing Systems

    Conference · 11 publications · 507 citations

    11

    h-index

  4. 9

    h-index

  5. Machine Learning

    6 publications · 168 citations

    6

    h-index

1–5