Concepedia

Continual Unsupervised Learning

Continual Unsupervised Learning is a machine learning paradigm that enables a model to incrementally acquire and retain knowledge from a continuous stream of unlabeled data while mitigating catastrophic forgetting, thereby distinguishing it from both traditional unsupervised learning and disjoint batch-based unsupervised learning approaches.

27

Publications

936

Citations

117

Authors

49

Institutions

Publications per year

2017–2026

25

Parents

Publications

27

Toward an artificial intelligence physicist for unsupervised learning

Tailin Wu, Max Tegmark · Physical review. E · 2019 · 103 citations · Full text

, , +13

What and How: Generalized Lifelong Spectral Clustering via Dual Memory

Gan Sun, Yang Cong, Jiahua Dong et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2021 · 100 citations

, , +13

Continual Unsupervised Representation Learning

Dushyant Rao, Francesco Visin, Andrei Rusu et al. · arXiv (Cornell University) · 2019 · 86 citations · Full text

, , +8

Reconfigurable MoS<sub>2</sub> Memtransistors for Continuous Learning in Spiking Neural Networks

Jiangtan Yuan, Stephanie E. Liu, Ahish Shylendra et al. · Nano Letters · 2021 · 74 citations

, , +16

UIFGAN: An unsupervised continual-learning generative adversarial network for unified image fusion

Zhuliang Le, Jun Huang, Han Xu et al. · Information Fusion · 2022 · 62 citations

, , +11

1–5 of 27

Authors

117

  1. AM
    Abu Md Niamul Taufique

    Rochester Institute of Technology, United States

    3 publications · 48 citations

    3

    h-index

  2. AS
    Andreas Savakis

    Rochester Institute of Technology, United States

    3 publications · 48 citations

    3

    h-index

  3. CS
    Chowdhury Sadman Jahan

    Rochester Institute of Technology, United States

    3 publications · 48 citations

    3

    h-index

  4. TT
    Tinne Tuytelaars

    KU Leuven, Belgium

    2 publications · 58 citations

    2

    h-index

  5. DB
    D. Barrientos

    University of Liverpool, United Kingdom

    1 publications · 21 citations

    1

    h-index

1–5 of 117

Institutions

49

  1. Rochester Institute of Technology

    Rochester, United States

    4 h-index

    14 publications

    229 citations

  2. KU Leuven

    Leuven, Belgium

    3 h-index

    6 publications

    187 citations

  3. Chinese Academy of Sciences

    Beijing, China

    1 h-index

    5 publications

    500 citations

  4. University of Chinese Academy of Sciences

    Beijing, China

    1 h-index

    2 publications

    200 citations

  5. Sorbonne Université

    Paris, France

    1 h-index

    3 publications

    54 citations

  6. Xidian University

    Xi'an, China

    1 h-index

    4 publications

    124 citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    1 h-index

    2 publications

    42 citations

  8. National University of Defense Technology

    Changsha, China

    1 h-index

    4 publications

    56 citations

1–8 of 49

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 129 citations

    3

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 2 publications · 44 citations

    2

    h-index

  3. 2

    h-index

  4. Frontiers in Neuroscience

    1 publications · 26 citations

    1

    h-index

  5. Medical Image Analysis

    1 publications · 17 citations

    1

    h-index

1–5