Concepedia

Instance-incremental Learning

Instance-Incremental Learning is a paradigm within continual learning where the model incrementally learns from a sequence of instances without revisiting previous data, distinguished by the adaptation to new samples while preserving knowledge of past instances under the constraint of non-stationary data distribution shifts.

71

Publications

6.3K

Citations

221

Authors

112

Institutions

Publications per year

2017–2026

47

Parents

Publications

71

Learning in the Presence of Concept Drift and Hidden Contexts

Gerhard Widmer, Miroslav Kubát · Machine Learning · 1996 · 1.4K citations · Full text

, , +14

Learning in the presence of concept drift and hidden contexts

Gerhard Widmer, Miroslav Kubát · Machine Learning · 1996 · 993 citations · Full text

, , +14

Multiple instance learning: A survey of problem characteristics and applications

Marc‐André Carbonneau, Veronika Cheplygina, Éric Granger et al. · Pattern Recognition · 2017 · 727 citations · Full text

, , +12

Advances in Instance Selection for Instance-Based Learning Algorithms

Henry Brighton, Chris Mellish · Data Mining and Knowledge Discovery · 2002 · 530 citations

, , +13

Online continual learning in image classification: An empirical survey

Zheda Mai, Ruiwen Li, Jihwan Jeong et al. · Neurocomputing · 2021 · 381 citations

, , +14

1–5 of 71

Authors

221

  1. MC
    M. Caccia

    European Organization for Nuclear Research, Switzerland

    3 publications · 101 citations

    3

    h-index

  2. PR
    Pau Rodríguez

    Universitat Autònoma de Barcelona, Spain

    3 publications · 101 citations

    3

    h-index

  3. IL
    Issam Laradji

    University of British Columbia, Canada

    3 publications · 101 citations

    3

    h-index

  4. DV
    David Vázquez

    Universitat Autònoma de Barcelona, Spain

    3 publications · 101 citations

    3

    h-index

  5. PZ
    Pietro Zanuttigh

    University of Padua, Italy

    2 publications · 103 citations

    2

    h-index

1–5 of 221

Institutions

112

  1. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    7 publications

    128 citations

  2. Google (United States)

    Mountain View, United States

    4 h-index

    5 publications

    151 citations

  3. National University of Sciences and Technology

    Islamabad, Pakistan

    3 h-index

    6 publications

    382 citations

  4. University of Bristol

    Bristol, United Kingdom

    2 h-index

    2 publications

    51 citations

  5. Institute of Computing Technology

    Beijing, China

    2 h-index

    5 publications

    77 citations

  6. University of Chinese Academy of Sciences

    Beijing, China

    2 h-index

    2 publications

    28 citations

  7. National University of Singapore

    Singapore, Singapore

    2 h-index

    2 publications

    61 citations

  8. University of Bologna

    Bologna, Italy

    2 h-index

    6 publications

    153 citations

1–8 of 112

Venues

  1. Neurocomputing

    3 publications · 433 citations

    3

    h-index

  2. Pattern Recognition

    3 publications · 760 citations

    3

    h-index

  3. Information Sciences

    3 publications · 119 citations

    3

    h-index

  4. 2

    h-index

  5. arXiv (Cornell University)

    Repository · 2 publications · 41 citations

    2

    h-index

1–5