Related work

The foundational work on continual learning, 1991 to 2026: methods, theory, benchmarks, surveys, and the neuroscience of memory. Updated weekly; some carry our notes.

20 papers of 4,574Sort Recent · Most cited
  1. 2026
    Cross-Sample Relational Fusion: Unifying Domain Generalization and Class-Incremental LearningZhenghe Xie, Yan Wang, Hao Sun … Da-Wei ZhouIEEE Trans. Multimedia
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  2. 2026
    Generalizable and Adaptive Continual Learning Framework for AI-Generated Image DetectionHanyi Wang, Jun Lan, Yaoyu Kang … Shilin WangIEEE Trans. Multimedia · Shanghai Jiao Tong University
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  3. 2026
    Constructing Enhanced Mutual Information for Online Class-Incremental LearningHuan Zhang, Fan Lyu, Shenghua Fan … Dingwen WangIEEE Trans. Multimedia · Wuhan University · Institute of Automation
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  4. 2026
    DesCLIP: Robust Continual Learning via General Attribute Descriptions for VLM-Based Visual RecognitionChiyuan He, Zihuan Qiu, Fanman Meng … Hui LiIEEE Trans. Multimedia · University of Electronic Science and Technology of China
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  5. 2026
    Alleviating Regional Shortcuts for Few-Shot Class-Incremental LearningHaichen Zhou, Lyu Y, Yixiong Zou … Yuhua LiIEEE Trans. Multimedia · Huazhong University of Science and Technology
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  6. 2025
    Rethinking Class-Incremental Learning from a Dynamic Imbalanced Learning PerspectiveLeyuan Wang, Liuyu Xiang, Yunlong Wang … Zhaofeng HeIEEE Trans. Multimedia · Beijing University of Posts and Telecommunications · Chinese Academy of Sciences · +2
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  7. 2025
    Distribution-aware Forgetting Compensation for Exemplar-Free Lifelong Person Re-identificationShiben Liu, Huijie Fan, Qiang Wang … Liang-Qiong QuIEEE Trans. Multimedia
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  8. 2025
    Analogical Augmentation and Significance Analysis for Online Task-Free Continual LearningSonglin Dong, Yingjie Chen, Yuhang He … Yihong GongIEEE Trans. Multimedia · Xi'an Jiaotong University · Nanyang Technological University
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  9. 2025
    Distribution-Level Memory Recall for Continual Learning: Preserving Knowledge and Avoiding ConfusionShaoxu Cheng, Kanglei Geng, Chiyuan He … Hongliang LiIEEE Trans. Multimedia · University of Electronic Science and Technology of China
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  10. 2024
    Continual All-in-One Adverse Weather Removal With Knowledge Replay on a Unified Network StructureDe Cheng, Yanling Ji, Dong Gong … Dingwen ZhangIEEE Trans. Multimedia
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  11. 2021
    Relational Experience Replay: Continual Learning by Adaptively Tuning Task-Wise RelationshipQuanziang Wang, Renzhen Wang, Yuexiang Li … Deyu MengIEEE Trans. Multimedia · Xi'an Jiaotong University · Tencent (China) · +1
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  12. 2024
    Camera-Incremental Object Re-Identification With Identity Knowledge EvolutionHantao Yao, Jifei Luo, Lu Yu, Changsheng XuIEEE Trans. Multimedia · Chinese Academy of Sciences · Institute of Automation · +2
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  13. 2024
    Visual-Textual Attribute Learning for Class-Incremental Facial Expression RecognitionYuanling Lv, Guangyu Huang, Yan Yan … Hanzi WangIEEE Trans. Multimedia
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  14. 2023
    Rethinking Few-Shot Class-Incremental Learning With Open-Set Hypothesis in Hyperbolic GeometryYawen Cui, Zitong Yu, Wei Peng … Li LiuIEEE Trans. Multimedia · University of Oulu · Great Bay University · +3
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  15. 2023
    Gradient-Semantic Compensation for Incremental Semantic SegmentationWei Wei Cong, Yang Cong, Jiahua Dong … Henghui DingIEEE Trans. Multimedia · Shenyang Institute of Automation · Chinese Academy of Sciences · +3
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  16. 2023
    Multi-Label Continual Learning Using Augmented Graph Convolutional NetworkKaile Du, Fan Lyu, Linyan Li … Hanjing ChengIEEE Trans. Multimedia · Suzhou University of Science and Technology · Southeast University · +2
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  17. 2023
    Few-Shot Class-Incremental Audio Classification Using Dynamically Expanded Classifier With Self-Attention Modified PrototypesYanxiong Li, Wenchang Cao, Wei Xie … Emmanouil BenetosIEEE Trans. Multimedia · South China University of Technology · Queen Mary University of London
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  18. 2023PDF ↗
  19. 2022
    LIQA: Lifelong Blind Image Quality AssessmentJianzhao Liu, Wei Zhou, Xin Li … Zhibo ChenIEEE Trans. Multimedia · University of Science and Technology of China
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  20. 2022
    Continual Attentive Fusion for Incremental Learning in Semantic SegmentationGuanglei Yang, Enrico Fini, Dan Xu … Elisa RicciIEEE Trans. Multimedia · University of Trento · Harbin Institute of Technology · +5
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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 lists only papers we have a reason to trust: published at a venue like NeurIPS, ICML, ICLR, CVPR or TPAMI, or led by someone who has published there, or cited a few hundred times, and only papers with a PDF we can point you at, so every title opens the paper itself. Preprints that later get accepted, and authors who later publish at those venues, are picked up by the weekly run. 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.