Concepedia

Active Learning For Inference

Active Learning for Inference is an adaptive methodology within simulation-based inference that strategically selects informative queries or experimental conditions to optimize the efficiency and accuracy of parameter estimation or model discrimination.

112

Publications

5.3K

Citations

337

Authors

156

Institutions

Publications per year

2017–2026

65

Parents

Publications

112

Action understanding and active inference

Karl Friston, Jérémie Mattout, James M. Kilner · Biological Cybernetics · 2011 · 668 citations

, , +14

Query-driven active surveying for collective classification

Galileo Namata, Ben London, Lise Getoor et al. · Mining and Learning with Graphs · 2012 · 214 citations

, , +10

Active learning for structure in Bayesian networks

Simon Tong, Daphne Koller · 2001 · 187 citations

, , +16

Active Inference, Attention, and Motor Preparation

Harriet R. Brown, Karl Friston, Sven Bestmann · Frontiers in Psychology · 2011 · 175 citations · Full text

, , +15

Active Learning for BERT: An Empirical Study

Liat Ein‐Dor, Alon Halfon, Ariel Gera et al. · 2020 · 145 citations · Full text

, , +8

1–5 of 112

Authors

337

  1. KF
    Karl Friston

    University College London, United Kingdom

    8 publications · 1.2K citations

    8

    h-index

  2. GP
    Giovanni Pezzulo

    Institute of Cognitive Sciences and Technologies, Italy

    4 publications · 201 citations

    4

    h-index

  3. JS
    Jeff Schneider

    Carnegie Mellon University, United States

    3 publications · 69 citations

    3

    h-index

  4. TP
    Thomas Parr

    University College London, United Kingdom

    2 publications · 142 citations

    2

    h-index

  5. DK
    Daphne Koller

    Stanford University, United States

    2 publications · 322 citations

    2

    h-index

1–5 of 337

Institutions

156

  1. Wellcome Centre for Human Neuroimaging

    London, United Kingdom

    10 h-index

    18 publications

    3K citations

  2. University College London

    London, United Kingdom

    9 h-index

    20 publications

    3.3K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    7 h-index

    13 publications

    467 citations

  4. ETH Zurich

    Zurich, Switzerland

    5 h-index

    8 publications

    355 citations

  5. Massachusetts Institute of Technology

    Cambridge, United States

    5 h-index

    11 publications

    435 citations

  6. Institute of Cognitive Sciences and Technologies

    Rome, Italy

    4 h-index

    9 publications

    346 citations

  7. The Ohio State University

    Columbus, United States

    3 h-index

    8 publications

    306 citations

  8. National University of Singapore

    Singapore, Singapore

    3 h-index

    7 publications

    189 citations

1–8 of 156

Venues

  1. Reliability Engineering & System Safety

    7 publications · 319 citations

    7

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 79 citations

    4

    h-index

  3. Expert Systems with Applications

    4 publications · 175 citations

    4

    h-index

  4. arXiv (Cornell University)

    Repository · 4 publications · 102 citations

    4

    h-index

  5. Neurocomputing

    3 publications · 77 citations

    3

    h-index

1–5