Concepedia

Model Merge

Model Merge is a methodological contribution in machine learning research that integrates multiple pre-trained models into a unified architecture by systematically combining their parameters, representations, or outputs to enhance performance, generalization, or efficiency.

40

Publications

2.1K

Citations

133

Authors

66

Institutions

Publications per year

2017–2026

17

Parents

Publications

40

Merging and splitting eigenspace models

Peter Hall, D. Marshall, Ralph R. Martin · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2000 · 238 citations

, , +7

Business Process Model Merging

Marcello La Rosa, Marlon Dumas, Reina Uba et al. · ACM Transactions on Software Engineering and Methodology · 2013 · 201 citations · Full text

, , +15

A manifesto for model merging

Greg Brunet, Marsha Chećhik, Steve Easterbrook et al. · 2006 · 128 citations

, , +12

Best-first Model Merging for Hidden Markov Model Induction

Andreas Stolcke, Stephen M. Omohundro · ArXiv.org · 1994 · 115 citations · Full text

, , +16

An Efficient Four-Parameter Affine Motion Model for Video Coding

Li Li, Houqiang Li, Dong Liu et al. · IEEE Transactions on Circuits and Systems for Video Technology · 2017 · 112 citations

, , +14

1–5 of 40

Authors

133

  1. MC
    Marsha Chećhik

    University of Toronto, Canada

    3 publications · 243 citations

    3

    h-index

  2. CR
    Colin Raffel

    Google (United States), United States

    2 publications · 43 citations

    2

    h-index

  3. MS
    Mehrdad Sabetzadeh

    University of Luxembourg, Luxembourg

    2 publications · 171 citations

    2

    h-index

  4. SE
    Steve Easterbrook

    University of Toronto, Canada

    2 publications · 171 citations

    2

    h-index

  5. SM
    Stephen M. Omohundro

    International Computer Science Institute, United States

    2 publications · 157 citations

    2

    h-index

1–5 of 133

Institutions

66

  1. University of Toronto

    Toronto, Canada

    3 h-index

    10 publications

    998 citations

  2. International Computer Science Institute

    Berkeley, United States

    2 h-index

    3 publications

    272 citations

  3. University of Michigan

    Ann Arbor, United States

    2 h-index

    5 publications

    156 citations

  4. Imperial College London

    London, United Kingdom

    2 h-index

    2 publications

    83 citations

  5. University of Auckland

    Auckland, New Zealand

    1 h-index

    1 publications

    30 citations

  6. University of Washington

    Seattle, United States

    1 h-index

    1 publications

    30 citations

  7. The University of Melbourne

    Melbourne, Australia

    1 h-index

    1 publications

    30 citations

  8. Research Center for Information Technology Innovation, Academia Sinica

    Taipei, Taiwan

    1 h-index

    4 publications

    116 citations

1–8 of 66

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 146 citations

    4

    h-index

  2. 1

    h-index

  3. Journal of Systems Integration

    1 publications · 11 citations

    1

    h-index

  4. Software & Systems Modeling

    SoSyM · 1 publications · 38 citations

    1

    h-index

  5. The Journal of Open Source Software

    JOSS · 1 publications · 64 citations

    1

    h-index

1–5