Concepedia

Continual Supervised Learning

Continual Supervised Learning is a machine learning paradigm within supervised learning wherein a model incrementally learns from a sequential stream of labeled data tasks while preserving knowledge from previous tasks to avoid catastrophic forgetting.

59

Publications

8.2K

Citations

260

Authors

117

Institutions

Publications per year

2017–2026

56

Parents

Publications

59

A Learning Algorithm for Continually Running Fully Recurrent Neural Networks

Ronald J. Williams, David Zipser · Neural Computation · 1989 · 4.5K citations

, , +7

AbdomenCT-1K: Is Abdominal Organ Segmentation a Solved Problem?

Jun Ma, Yao Zhang, Song Gu et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2021 · 405 citations · Full text

, , +17

Learning to Learn without Forgetting by Maximizing Transfer and\n Minimizing Interference

Matthew Riemer, Ignacio Cases, Robert Ajemian et al. · arXiv (Cornell University) · 2018 · 348 citations · Full text

, , +14

On Tiny Episodic Memories in Continual Learning

Arslan Chaudhry, Marcus Rohrbach, Mohamed Elhoseiny et al. · arXiv (Cornell University) · 2019 · 327 citations · Full text

, , +7

TimeLMs: Diachronic Language Models from Twitter

Daniel Loureiro, Francesco Barbieri, Leonardo Neves et al. · 2022 · 235 citations · Full text

, , +14

1–5 of 59

Authors

260

  1. VL
    Vincenzo Lomonaco

    University of Bologna, Italy

    4 publications · 92 citations

    4

    h-index

  2. AC
    Andrea Cossu

    University of Pisa, Italy

    2 publications · 41 citations

    2

    h-index

  3. DV
    David Vázquez

    Universitat Autònoma de Barcelona, Spain

    2 publications · 51 citations

    2

    h-index

  4. LS
    Luping Shi

    Tsinghua University, China

    2 publications · 55 citations

    2

    h-index

  5. MR
    Matthew Riemer

    IBM (United States), United States

    2 publications · 449 citations

    2

    h-index

1–5 of 260

Institutions

117

  1. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    7 publications

    915 citations

  2. Beihang University

    Beijing, China

    4 h-index

    5 publications

    891 citations

  3. Nanjing University of Science and Technology

    Nanjing, China

    3 h-index

    5 publications

    620 citations

  4. Nanjing University of Information Science and Technology

    Nanjing, China

    3 h-index

    5 publications

    512 citations

  5. Google (United States)

    Mountain View, United States

    3 h-index

    3 publications

    118 citations

  6. Tokyo Institute of Technology

    Tokyo, Japan

    3 h-index

    4 publications

    99 citations

  7. Tsinghua University

    Beijing, China

    3 h-index

    10 publications

    254 citations

  8. Institute of Computing Technology

    Beijing, China

    2 h-index

    3 publications

    824 citations

1–8 of 117

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 1.2K citations

    12

    h-index

  2. Information Sciences

    4 publications · 189 citations

    4

    h-index

  3. Expert Systems with Applications

    3 publications · 65 citations

    3

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 216 citations

    2

    h-index

  5. Neural Networks

    2 publications · 66 citations

    2

    h-index

1–5