Related work

The foundational work on continual learning, 1959 to 2026: methods, theory, benchmarks, surveys, and the neuroscience of memory. Updated weekly; some carry our notes.

18 papers of 11,817Sort Recent · Most cited
  1. 2022
    ISM-Net: Mining incremental semantics for class incremental learningZihuan Qiu, Linfeng Xu, Zhichuan Wang … Hongliang LiNeurocomputing · University of Electronic Science and Technology of China
  2. 2022
    Efficient Named Entity Recognition Based on Broad Learning System and BERTYudi Wang, Yi Zuo, Tieshan Li, C. L. Philip ChenInternational Conference on Data-driven Optimization of C… · Dalian Maritime University · University of Electronic Science and Technology of China
  3. 2022
    Incremental Few-Shot Semantic Segmentation via Embedding Adaptive-Update and Hyper-class RepresentationGuangchen Shi, Yirui Wu, Jun Liu … Tong LüACM International Conference on Multimedia · Hohai University · Singapore University of Technology and Design · +3
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  4. 2022
    Class Gradient Projection For Continual LearningCheng Chen, Ji Zhang, Jingkuan Song, Lianli GaoACM International Conference on Multimedia · University of Electronic Science and Technology of China · Peng Cheng Laboratory
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  5. 2022
    Feature Distribution Distillation-Based Few Shot Class Incremental LearningJuntao Zhu, Guangle Yao, Wenlong Zhou … Wei ZhangICPR · Chengdu University of Technology · Yibin University · +4
  6. 2022
    TVT: Three-Way Vision Transformer through Multi-Modal Hypersphere Learning for Zero-Shot Sketch-Based Image RetrievalJialin Tian, Xing Xu, Fumin Shen … Heng Tao ShenAAAI · University of Electronic Science and Technology of China · Peng Cheng Laboratory
  7. 2020
    Efficient Architecture Search for Continual LearningQiang Gao, Zhipeng Luo, Diego Klabjan, Fengli ZhangTNNLS · Southwestern University of Finance and Economics · Northwestern University · +1
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  8. 2022
    Continual Referring Expression Comprehension via Dual Modular MemorizationHeng Tao Shen, Cheng Chen, Peng Wang … Jingkuan SongTIP · University of Electronic Science and Technology of China · Peng Cheng Laboratory · +2
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  9. 2021
    Remember and Reuse: Cross-Task Blind Image Quality Assessment via Relevance-aware Incremental LearningRui Ma, Hanxiao Luo, Qingbo Wu … Linfeng XuACM International Conference on Multimedia · University of Electronic Science and Technology of China
  10. 2021
    Accelerating Lifelong Reinforcement Learning via Reshaping Rewards*Kun Chu, Xianchao Zhu, William ZhuIEEE International Conference on Systems, Man, and Cybern… · University of Electronic Science and Technology of China
  11. 2021
    Online Control for Biped Robot with Incremental Learning MechanismLiang Yang, Guanyu Lai, Yong Chen, Zhihui GuoApplied Sciences · University of Electronic Science and Technology of China · Guangdong University of Technology
  12. 2021
    Overcoming Catastrophic Forgetting in Graph Neural Networks with Experience ReplayFan Zhou, Chengtai CaoAAAI · University of Electronic Science and Technology of China
  13. 2020
    Continual Information Cascade LearningFan Zhou, Xin Jing, Xovee Xu … Jin WuGLOBECOM 2020 - 2020 IEEE Global Communications Conference · University of Electronic Science and Technology of China · Iowa State University
  14. 2019
    Learning from the Past: Continual Meta-Learning with Bayesian Graph Neural NetworksYadan Luo, Zi Huang, Zheng Zhang … Yang YangAAAI · The University of Queensland · Harbin Institute of Technology · +1
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  15. 2020
    Class Boundary Exemplar Selection Based Incremental Learning for Automatic Target RecognitionSihang Dang, Zongjie Cao, Zongyong Cui … Nengyuan LiuIEEE TGRS · University of Electronic Science and Technology of China
  16. 2019
    IDNS: A High-Performance Model for Identification of DNS Infrastructures on Large-scale TrafficCaiyun Huang, Yujia Zhu, Yong Sun … Binxing FangIEEE Conference Proceedings · Chinese Academy of Sciences · Institute of Information Engineering · +1
  17. 2019
    Open Set Incremental Learning for Automatic Target RecognitionSihang Dang, Zongjie Cao, Zongyong Cui … Nengyuan LiuIEEE TGRS · University of Electronic Science and Technology of China
  18. 2018
    Incremental Learning of Single-stage Detectors with Mining Memory NeuronsWei Li, Qingbo Wu, Linfeng Xu, Chao ShangIEEE 4th International Conference on Computer and Communi… · University of Electronic Science and Technology of China
About this index

We keep this list because we read the field and wanted one place to see it. It covers work on continual learning itself, in the core areas of machine learning, and leaves out papers that apply it inside another field, such as medical imaging or fault diagnosis. It is seeded from the community lists kept by ContinualAI and by Xialei Liu, then filled out from OpenAlex, and every week a script looks for new papers on OpenAlex and arXiv. A model reads each candidate and decides whether it belongs; a person reviews the additions before they go live. Authors and affiliations come from OpenAlex, so a recent preprint can lack its institutions for a week or two.

Missing something, or filed under the wrong venue? Write to hello@unify.ai with the arXiv id or DOI.