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.

11 papers of 4,574Sort Recent · Most cited
  1. 2025
    Training a Dynamic Growing Mixture Model for Lifelong LearningFei Ye, Adrian G. BorşTNNLS · University of Electronic Science and Technology of China · University of York
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  2. 2025
    SacFL: Self-Adaptive Federated Continual Learning for Resource-Constrained End DevicesZhengyi Zhong, Weidong Bao, Ji Wang … Wei Yang Bryan LimTNNLS · National University of Defense Technology · Sun Yat-sen University · +2
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  3. 2025
    CoLeCLIP: Open-Domain Continual Learning via Joint Task Prompt and Vocabulary LearningYukun Li, Guansong Pang, Wei Suo … Peng WangTNNLS · Northwestern Polytechnical University · Singapore Management University · +2
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  4. 2025
    HPCR: Holistic Proxy-Based Contrastive Replay for Online Continual LearningHuiwei Lin, Shanshan Feng, Baoquan Zhang … Yunming YeTNNLS · Harbin Institute of Technology · Agency for Science, Technology and Research · +1
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  5. 2025
    Branch-Tuning: Balancing Stability and Plasticity for Continual Self-Supervised LearningWenzhuo Liu, Fei Zhu, Cheng‐Lin LiuTNNLS · Beijing Academy of Artificial Intelligence · University of Chinese Academy of Sciences · +1
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  6. 2025
    Contrastive Continual Multiview Clustering With Filtered Structural FusionXinhang Wan, Jiyuan Liu, Hao Yu … En ZhuTNNLS · National University of Defense Technology · Harbin University of Science and Technology
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  7. 2025
    A Survey on Knowledge Editing of Neural NetworksVittorio Mazzia, Alessandro Pedrani, Andrea Caciolai … Davide BernardiTNNLS · Amazon (United States)
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  8. 2025
    Wake-Sleep Consolidated LearningAmelia Sorrenti, Giovanni Bellitto, Federica Proietto Salanitri … Concetto SpampinatoTNNLS · University of Catania
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  9. 2025
    Few-Shot Continual Learning via Flat-to-Wide ApproachesM. Anwar Ma’sum, Mahardhika Pratama, Edwin Lughofer … Ryszard KowalczykTNNLS · University of South Australia · Johannes Kepler University of Linz
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  10. 2025
    Multiagent Continual Coordination via Progressive Task ContextualizationLei Yuan, Lihe Li, Ziqian Zhang … Yang YuTNNLS · Nanjing University
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  11. 2025
    Lifelong-MonoDepth: Lifelong Learning for Multidomain Monocular Metric Depth EstimationJunjie Hu, Chenyou Fan, Liguang Zhou … Tin Lun LamTNNLS · Chinese University of Hong Kong, Shenzhen · South China Normal University · +2
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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.