Related work

The foundational work on continual learning, 1988 to 2026: methods, theory, benchmarks, surveys, and the neuroscience of memory. Updated weekly; some carry our notes.

8 papers of 6,984Sort Recent · Most cited
  1. 2026
    FAT-TAG: Mitigating Forgetting in Task-Free Temporal Graph Class Incremental LearningJiyuan Feng, Zhao Liu, Dongyi Zheng … Qing LiaoKDD · Harbin Institute of Technology · Peng Cheng Laboratory · +1
  2. 2026
    StructAlign: Structured Cross-Modal Alignment for Continual Text-to-Video RetrievalShaokun Wang, Weili Guan, Jizhou Han … Liqiang NieSIGIR · Harbin Institute of Technology · Shenzhen Institute of Information Technology · +2
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  3. 2026
    Sample-Aware Knowledge Association and Enhancement for Open-Vocabulary Continual LearningZhilin Zhu, Zhiheng Ma, Yabin Wang … Xiaopeng HongIJCV · Harbin Institute of Technology · Peng Cheng Laboratory · +2
  4. 2026
    ASMem: Anchor sparse memory for multi-domain knowledge editing of large language modelsGuanyu Zheng, Zhenyu Wang, Yang Zhao … Chengqing ZongNeural Networks · South China University of Technology · Shandong Institute of Automation · +3
  5. 2026
    Incremental Micro-Expression Recognition: A BenchmarkZhengqin Lai, Xiaopeng Hong, Yabin Wang, Xiaobai LiIEEE Transactions · Harbin Institute of Technology · Zhejiang University
  6. 2026
    Rep Deep & Machine Learning: Exemplar-Free Continual Video Action Recognition via Slow-Fast Collaborative LearningXueyi Zhang, Jianhua Zhang, Zheng Li … Huiping ZhuangAAAI · Chinese University of Hong Kong, Shenzhen · University of Chinese Academy of Sciences · +4
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  7. 2026
    Orchestrating Prompt Expertise: Enhancing Knowledge Distillation via Expert-Guided TuningXu Meng, Jun Rao, Shuhan Qi … Xuan WangACM Transactions · Harbin Institute of Technology · Global Security Intelligence (United Kingdom) · +1
  8. 2026
    TKRL: Targeted Knowledge Rectification Learning Against Teacher-Originated Defects in Domain Continual SegmentationZhanshi Zhu, Wenjian Gu, Xiangyu Li … Shuo LiIEEE Journal of Biomedical and Health Informatics · Harbin Institute of Technology · Northeast Forestry University · +1
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. 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.