Concepedia

Selective Prediction

Selective Prediction is a predictive modeling approach that, unlike conventional methods which issue predictions for all inputs, selectively refrains from predicting on uncertain or low-confidence instances, thereby improving overall accuracy at the cost of coverage.

21

Publications

563

Citations

88

Authors

32

Institutions

Publications per year

2017–2026

10

Variants

Classification With A Reject OptionReject Option Classification

Parents

Publications

21

Selective prediction of interaction sites in protein structures with THEMATICS

Ying Wei, Jaeju Ko, Leonel F. Murga et al. · BMC Bioinformatics · 2007 · 74 citations · Full text

, , +13

SelectiveNet: A Deep Neural Network with an Integrated Reject Option

Yonatan Geifman, Ran El‐Yaniv · arXiv (Cornell University) · 2019 · 62 citations · Full text

, , +11

Revisiting the Evaluation of Uncertainty Estimation and Its Application to Explore Model Complexity-Uncertainty Trade-Off

Yukun Ding, Jinglan Liu, Jinjun Xiong et al. · 2020 · 43 citations

, , +17

The Art of Abstention: Selective Prediction and Error Regularization for Natural Language Processing

Ji Xin, Raphael Tang, Yaoliang Yu et al. · 2021 · 38 citations · Full text

, , +9

Plex: Towards Reliability using Pretrained Large Model Extensions

Dustin Tran, Jeremiah Liu, Michael W. Dusenberry et al. · arXiv (Cornell University) · 2022 · 38 citations · Full text

, , +16

1–5 of 21

Authors

88

  1. BL
    Balaji Lakshminarayanan

    Google (United States), United States

    2 publications · 61 citations

    2

    h-index

  2. SM
    Swaroop Mishra

    Arizona State University, United States

    2 publications · 44 citations

    2

    h-index

  3. NV
    Neeraj Varshney

    Indian Institute of Technology Kanpur, India

    2 publications · 44 citations

    2

    h-index

  4. CB
    Chitta Baral

    Arizona State University, United States

    2 publications · 44 citations

    2

    h-index

  5. JR
    Jie Ren

    Google (United States), United States

    2 publications · 61 citations

    2

    h-index

1–5 of 88

Institutions

32

  1. Google (United States)

    Mountain View, United States

    2 h-index

    9 publications

    212 citations

  2. Arizona State University

    Tempe, United States

    2 h-index

    6 publications

    132 citations

  3. Flatiron Health (United States)

    New York, United States

    1 h-index

    1 publications

    12 citations

  4. Taras Shevchenko National University of Kyiv

    Kyiv, Ukraine

    1 h-index

    1 publications

    36 citations

  5. University of Washington

    Seattle, United States

    1 h-index

    2 publications

    24 citations

  6. Beijing University of Technology

    Beijing, China

    1 h-index

    2 publications

    28 citations

  7. University of California, San Francisco

    San Francisco, United States

    1 h-index

    1 publications

    12 citations

  8. Brandeis University

    Waltham, United States

    1 h-index

    1 publications

    74 citations

1–8 of 32

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 112 citations

    3

    h-index

  2. 1

    h-index

  3. Emotion

    1 publications · 11 citations

    1

    h-index

  4. Journal of Mental Science

    1 publications · 26 citations

    1

    h-index

  5. Eastern-European Journal of Enterprise Technologies

    EEJET · 1 publications · 36 citations

    1

    h-index

1–5