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.

55 papers of 4,574 · showing 1–50Sort Recent · Most cited
  1. 2026
    MEMTS: Internalizing Domain Knowledge via Parameterized Memory for Retrieval-Free Domain Adaptation of Time Series Foundation ModelsXiaoyun Yu, Li Fan, Xiangfei Qiu … Jilin HuKDD · East China Normal University · Shanghai Innovative Research Center of Traditional Chinese Medicine · +3
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  2. 2026
    Enhancing Federated Class-Incremental Learning via Spatial-Temporal Statistics AggregationZenghao Guan, Guojun Zhu, Zhou Yucan … Xiaoyan GuWWW · Institute of Information Engineering · University of Chinese Academy of Sciences · +3
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  3. 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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  4. 2026
    Continual learning of multiple cognitive functions with a brain-inspired temporal development mechanismBing Han, feifei Zhao, Yinqian Sun … Yi ZengNational Science Review · Center for Excellence in Brain Science and Intelligence Technology · Institute of Automation · +2
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  5. 2026
    PASs-MoE: Mitigating Misaligned Co-drift among Router and Experts via Pathway Activation Subspaces for Continual LearningZhiyan Hou, Haiyun Guo, Haokai Ma … Jinqiao WangACL · Chinese Academy of Sciences · University of Chinese Academy of Sciences · +2
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  6. 2025
    SEDEG:Sequential Enhancement of Decoder and Encoder's Generality for Class Incremental Learning with Small MemoryShaoling Pu, Hongyang Chen, Lingyu Zheng, Zhongwu SunSpringer CCIS · Zhejiang Lab · University of Chinese Academy of Sciences
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  7. 2025
    Federated Class-Incremental Learning with New-Class Augmented Self-DistillationZhiyuan Wu, Tianliu He, Sheng Sun … Xuefeng JiangJournal of Computer Science and Technology · Chinese Academy of Sciences · Institute of Computing Technology · +2
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  8. 2025
    CD^2: Constrained Dataset Distillation for Few-Shot Class-Incremental LearningKexin Bao, Daichi Zhang, Hansong Zhang … Shiming GeIJCAI · Chinese Academy of Sciences · Institute of Information Engineering · +1
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  9. 2025
    CorpusBrain++: A Continual Generative Pre-Training Framework for Knowledge-Intensive Language TasksJiafeng Guo, Changjiang Zhou, Ruqing Zhang … Xueqi ChengACM Transactions · Institute of Computing Technology · University of Chinese Academy of Sciences · +1
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  10. 2025
    Anterograde interference in multitask perceptual learningJia Yang, Fang-Fang Yan, Tingting Wang … Chang‐Bing Huangnpj Science of Learning · Peking University · Institute of Psychology, Chinese Academy of Sciences · +6
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  11. 2025
    Low-redundancy distillation for continual learningRuiqi Liu, Boyu Diao, Libo Huang … Yongjun XuPattern Recognition · Chinese Academy of Sciences · Institute of Computing Technology · +1
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  12. 2025
    Specifying What You Know or Not for Multi-Label Class-Incremental LearningAoting Zhang, Dongbao Yang, Chang Liu … Yu ZhouAAAI · Institute of Information Engineering · University of Chinese Academy of Sciences · +3
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  13. 2025
    DCA: Dividing and Conquering Amnesia in Incremental Object DetectionAoting Zhang, Dongbao Yang, Chang Liu … Yu ZhouAAAI · Institute of Information Engineering · University of Chinese Academy of Sciences · +3
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  14. 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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  15. 2025
    Similarity-based context aware continual learning for spiking neural networksBing Han, Feifei Zhao, Yang Li … Yi ZengNeural Networks · Center for Excellence in Brain Science and Intelligence Technology · Beijing Academy of Artificial Intelligence · +3
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  16. 2024
    PILoRA: Prototype Guided Incremental LoRA for Federated Class-Incremental LearningHaiyang Guo, Fei Zhu, Wenzhuo Liu … Cheng‐Lin LiuECCV · Chinese Academy of Sciences · Shandong Institute of Automation · +2
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  17. 2024
    Continual Multi-View Clustering with Consistent Anchor GuidanceWei Hua, Chenlin Zhou, Jibin Wu … Yangyang ShuIJCAI · Nanjing University · University of Chinese Academy of Sciences · +3
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  18. 2024
    Resurrecting Old Classes with New Data for Exemplar-Free Continual LearningDipam Goswami, Albin Soutif--Cormerais, Yuyang Liu … Joost van de WeijerCVPR · University of Chinese Academy of Sciences
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  19. 2024
    Enhancing Visual Continual Learning with Language-Guided SupervisionBolin Ni, Hongbo Zhao, Chenghao Zhang … Shiming XiangCVPR · Chinese Academy of Sciences · University of Chinese Academy of Sciences
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  20. 2024
    Hierarchical Augmentation and Distillation for Class Incremental Audio-Visual Video RecognitionYukun Zuo, Hantao Yao, Liansheng Zhuang, Changsheng XuTPAMI · University of Science and Technology of China · Chinese Academy of Sciences · +3
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  21. 2024
    Create Your World: Lifelong Text-to-Image DiffusionGan Sun, Wenqi Liang, Jiahua Dong … Yang CongTPAMI · Shenyang Institute of Automation · Chinese Academy of Sciences · +5
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  22. 2024
    Defying Imbalanced Forgetting in Class Incremental LearningXu Shi-xiong, Gaofeng Meng, Xing Nie … Shiming XiangAAAI · Chinese Academy of Sciences · Shandong Institute of Automation · +3
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  23. 2023
    Continual Learning for Image Segmentation With Dynamic QueryWeijia Wu, Yuzhong Zhao, Zhuang Li … Mike Zheng ShouIEEE TCSVT · Zhejiang University · University of Chinese Academy of Sciences · +2
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  24. 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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  25. 2024
    No One Left Behind: Real-World Federated Class-Incremental LearningJiahua Dong, Hongliu Li, Yang Cong … Luc Van GoolTPAMI · Shenyang Institute of Automation · Chinese Academy of Sciences · +3
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  26. 2023
    Handling Label Uncertainty for Camera Incremental Person Re-IdentificationZexian Yang, Dayan Wu, Wanqian Zhang … Weipinng WangACM International Conference on Multimedia · Institute of Information Engineering · University of Chinese Academy of Sciences · +1
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  27. 2023
    Continual Learning for Generative Retrieval over Dynamic CorporaJiangui Chen, Ruqing Zhang, Jiafeng Guo … Xueqi ChengCIKM · University of Chinese Academy of Sciences · Amsterdam University of the Arts · +1
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  28. 2023
    L2R: Lifelong Learning for First-stage Retrieval with Backward-Compatible RepresentationsYinqiong Cai, Keping Bi, Yixing Fan … Xueqi ChengCIKM · University of Chinese Academy of Sciences
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  29. 2023
    Augmented Box Replay: Overcoming Foreground Shift for Incremental Object DetectionYuyang Liu, Yang Cong, Dipam Goswami … Joost van de WeijerICCV · Shenyang Institute of Automation · Chinese Academy of Sciences · +4
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  30. 2023
    Heterogeneous Forgetting Compensation for Class-Incremental LearningJiahua Dong, Wenqi Liang, Yang Cong, Gan SunICCV · Shenyang Institute of Automation · Chinese Academy of Sciences · +2
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  31. 2023
    I3DOD: Towards Incremental 3D Object Detection via PromptingWenqi Liang, Gan Sun, Chenxi Liu … Kangru WangIROS · Shenyang Institute of Automation · Chinese Academy of Sciences · +3
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  32. 2023
    Self-Paced Weight Consolidation for Continual LearningWei Wei Cong, Yang Cong, Gan Sun … Jiahua DongIEEE TCSVT · Shenyang Institute of Automation · Chinese Academy of Sciences · +2
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  33. 2023
    Enhancing Efficient Continual Learning with Dynamic Structure Development of Spiking Neural NetworksBing Han, Feifei Zhao, Yi Zeng … Guobin ShenIJCAI · Chinese Academy of Sciences · Shandong Institute of Automation · +2
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  34. 2023
    One-Shot Replay: Boosting Incremental Object Detection via Retrospecting One ObjectDongbao Yang, Yu Zhou, Xiaopeng Hong … Weiping WangAAAI · Institute of Information Engineering · University of Chinese Academy of Sciences · +2
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  35. 2023
    Mixture Uniform Distribution Modeling and Asymmetric Mix Distillation for Class Incremental LearningSunyuan Qiang, Jiayi Hou, Jun Wan … Du ZhangAAAI · Macau University of Science and Technology · Lafayette College · +2
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  36. 2023
    Federated Incremental Semantic SegmentationJiahua Dong, Duzhen Zhang, Yang Cong … Dengxin DaiCVPR · Shenyang Institute of Automation · Chinese Academy of Sciences · +2
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  37. 2023
    Foundation Model Drives Weakly Incremental Learning for Semantic SegmentationChaohui Yu, Qiang Zhou, Jingliang Li … Fan WangCVPR · Alibaba Group (United States) · University of Chinese Academy of Sciences
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  38. 2023
    Learnable Distribution Calibration for Few-Shot Class-Incremental LearningBinghao Liu, Boyu Yang, Lingxi Xie … Qixiang YeTPAMI · University of Chinese Academy of Sciences · Huawei Technologies (China)
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  39. 2023
    InOR-Net: Incremental 3-D Object Recognition Network for Point Cloud RepresentationJiahua Dong, Yang Cong, Gan Sun … Ender KonukoğluTNNLS · Shenyang Institute of Automation · Chinese Academy of Sciences · +4
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  40. 2023
    Filter Bank Networks for Few-Shot Class-Incremental LearningYanzhao Zhou, Binghao Liu, Yiran Liu, Jianbin JiaoComputer Modeling in Engineering & Sciences · University of Chinese Academy of Sciences
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  41. 2022
    Reminding the incremental language model via data-free self-distillationHan Wang, Ruiliu Fu, Chengzhang Li … Qingwei ZhaoApplied Intelligence · Chinese Academy of Sciences · Institute of Acoustics · +1
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  42. 2022
    RVAE-LAMOL: Residual Variational Autoencoder to Enhance Lifelong Language LearningHan Wang, Ruiliu Fu, Xuejun Zhang, Jun ZhouIJCNN · Chinese Academy of Sciences · Institute of Acoustics · +1
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  43. 2022
    Multi-View Correlation Distillation for Incremental Object DetectionDongbao Yang, Yu Zhou, Aoting Zhang … Qixiang YePattern Recognition · Chinese Academy of Sciences · Institute of Information Engineering · +1
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  44. 2022
    Federated Class-Incremental LearningJiahua Dong, Lixu Wang, Zhen Fang … Qi ZhuCVPR · Shenyang Institute of Automation · Chinese Academy of Sciences · +3
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  45. 2022
    General Incremental Learning with Domain-aware Categorical RepresentationsJiangwei Xie, Shipeng Yan, Xuming HeCVPR · ShanghaiTech University · Shanghai Institute of Microsystem and Information Technology · +1
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  46. 2021
    An EM Framework for Online Incremental Learning of Semantic SegmentationShipeng Yan, Jiale Zhou, Jiangwei Xie … Xuming HeACM International Conference on Multimedia · ShanghaiTech University · Shanghai Institute of Microsystem and Information Technology · +1
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  47. 2021
    DER: Dynamically Expandable Representation for Class Incremental LearningShipeng Yan, Jiangwei Xie, Xuming HeCVPR · ShanghaiTech University · Shanghai Institute of Microsystem and Information Technology · +1
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  48. 2021
    I3DOL: Incremental 3D Object Learning without Catastrophic ForgettingJiahua Dong, Yang Cong, Gan Sun … Lichen WangAAAI · Shenyang Institute of Automation · University of Chinese Academy of Sciences · +2
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  49. 2021
    Pruning-then-Expanding Model for Domain Adaptation of Neural Machine TranslationShuhao Gu, Yang Feng, Wanying XieNAACL · Chinese Academy of Sciences · Institute of Computing Technology · +2
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  50. 2020
    Continual Domain Adaptation for Machine Reading ComprehensionLixin Su, Jiafeng Guo, Ruqing Zhang … Xueqi ChengCIKM · Computer Network Information Center · University of Chinese Academy of Sciences
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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.