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.

505 papers of 4,574 · showing 151–200Sort Recent · Most cited
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  5. 2022
    Online Continual Learning with Contrastive Vision TransformerZhen Wang, Liu Liu, Yajing Kong … Dacheng TaoECCV
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  6. 2022PDF ↗
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  8. 2022
    Novel Class Discovery without ForgettingK J Joseph, Sujoy Paul, Gaurav Aggarwal … Vineeth N BalasubramanianECCV
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  9. 2022
    Online Domain Adaptation for Semantic Segmentation in Ever-Changing ConditionsTheodoros Panagiotakopoulos, Pier Luigi Dovesi, Linus Härenstam-Nielsen, Matteo PoggiECCV
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  10. 2022PDF ↗
  11. 2022
    Don't Stop Learning: Towards Continual Learning for the CLIP ModelYuxuan Ding, Lingqiao Liu, Chunna Tian … Haoxuan DingarXiv
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  12. 2022
    Incremental Task Learning with Incremental Rank UpdatesRakib Hyder, Ken Shao, Bo-Yu Hou … M. Salman AsifECCV
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  13. 2022
    Class-incremental Novel Class DiscoverySubhankar Roy, Mingxuan Liu, Zhun Zhong … Elisa RicciECCV
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  14. 2022
    Sample Condensation in Online Continual LearningMattia Sangermano, Antonio Carta, Andrea Cossu, Davide BacciuIJCNN · University of Pisa · Scuola Normale Superiore
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  15. 2022
    AGCN: Augmented Graph Convolutional Network for Lifelong Multi-Label Image RecognitionKaile Du, Fan Lyu, Fuyuan Hu … Qiming FuIEEE International Conference on Multimedia and Expo (ICME) · Suzhou University of Science and Technology · Tianjin University · +1
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  16. 2022
    Continual Contrastive Learning for Image ClassificationZhiwei Lin, Yongtao Wang, Hongxiang LinIEEE International Conference on Multimedia and Expo (ICME) · Peking University
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  17. 2022
    Continual Horizontal Federated Learning for Heterogeneous DataJunki Mori, Isamu Teranishi, Ryo FurukawaIJCNN · NEC (Japan)
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  18. 2022
    Ego-graph Replay based Continual Learning for Misinformation Engagement PredictionHongbo Bo, Ryan McConville, Jun Hong, Weiru LiuIJCNN · University of Bristol · University of the West of England
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  19. 2022
    A Study of Continual Learning Methods for Q-LearningBenedikt Bagus, Alexander GepperthIJCNN · Fulda University of Applied Sciences
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  20. 2022
    Incremental Learning with Differentiable Architecture and Forgetting SearchJames Seale Smith, Zachary Seymour, Han-Pang ChiuIJCNN · Georgia Institute of Technology · SRI International
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  21. 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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  22. 2022PDF ↗
  23. 2022
    Self-distilled Knowledge Delegator for Exemplar-free Class Incremental LearningFanfan Ye, Liang Ma, Qiaoyong Zhong … Shiliang PuIJCNN
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  24. 2022
    Dynamic Template Selection Through Change Detection for Adaptive Siamese TrackingMadhu Kiran, Le Thanh Nguyen-Meidine, Rajat Sahay … Éric GrangerIJCNN · Vellore Institute of Technology University · Genetec (Canada)
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  25. 2022
    Online Deep Metric Learning via Mutual DistillationGao-Dong Liu, Wan‐Lei Zhao, Jie ZhaoIEEE International Conference on Multimedia and Expo (ICME) · Xiamen University
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  26. 2022
    Smaller is Better: An Analysis of Instance Quantity/Quality Trade-off in Rehearsal-based Continual LearningFrancesco Pelosin, Andrea TorselloIJCNN · Ca' Foscari University of Venice
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  27. 2022
    Incremental Attractor Neural Network Modelling of the Lifespan Retrieval CurvePatrícia Pereira, Anders Lansner, Pawel HermanIJCNN · Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento · University of Lisbon · +2
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  28. 2022PDF ↗
  29. 2022
    Learning with Recoverable ForgettingJingwen Ye, Yifang Fu, Jie Song … Xinchao WangECCV
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  30. 2022
    Class-Incremental Lifelong Learning in Multi-Label ClassificationKaile Du, Linyan Li, Fan Lyu … Fenglei XuarXiv
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  31. 2022PDF ↗
  32. 2022
    Continual Learning for On-Ddevice Environmental Sound ClassificationXiao Yang, Xubo Liu, James King … Wenwu WangWorkshop on Detection and Classification of Acoustic Scen…
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  33. 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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  34. 2022
    E2-AEN: End-to-End Incremental Learning with Adaptively Expandable NetworkGuimei Cao, Zhanzhan Cheng, Yunlu Xu … Fei WuarXiv
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  35. 2022
    CoSCL: Cooperation of Small Continual Learners is Stronger than a Big OneLiyuan Wang, Xingxing Zhang, Qian Li … Yi ZhongECCV
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  37. 2022
    Reactive Exploration to Cope with Non-Stationarity in Lifelong Reinforcement LearningChristian Steinparz, Thomas Schmied, Fabian Paischer … Sepp HochreiterCoLLAs
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  38. 2022
    Repairing Neural Networks by Leaving the Right Past BehindRyutaro Tanno, Melanie F. Pradier, Aditya Nori, Yingzhen LiNeurIPS
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  39. 2022
    Online Continual Learning of End-to-End Speech Recognition ModelsMuqiao Yang, Ian Lane, Shinji WatanabeInterspeech
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  40. 2022PDF ↗
  41. 2022
    An Introduction to Lifelong Supervised LearningShagun Sodhani, Mojtaba Faramarzi, Sanket Vaibhav Mehta … Sarath ChandararXiv
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  42. 2022
    Continual Few-Shot Learning with Adversarial Class StorageKun Wu, Chengxiang Yin, Jian Tang … Dejun YangarXiv
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  43. 2022
    CoLLIE: Continual Learning of Language Grounding from Language-Image EmbeddingsGabriel Skantze, Bram WillemsenJournal of Artificial Intelligence Research · KTH Royal Institute of Technology
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  44. 2022
    Incremental Learning from Low-labelled Stream Data in Open-Set Video Face RecognitionEric López‐López, Xosé M. Pardo, Carlos V. RegueiroPattern Recognition · Universidade da Coruña · Universidade de Santiago de Compostela
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  45. 2022PDF ↗
  46. 2022
    Open-world Semantic Segmentation for LIDAR Point CloudsJun Cen, Yun, Peng, Shiwei Zhang … Mingqian TangECCV
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  47. 2022
    Progressive Latent Replay for efficient Generative RehearsalStanisław Pawlak, Filip Szatkowski, Michał Bortkiewicz … T. P. TrzcinskiInternational Conference on Neural Information Processing
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  49. 2022
    Continual Federated Learning Based on Knowledge DistillationYuhang Ma, Zhongle Xie, Jue Wang … Lidan ShouIJCAI · Zhejiang University of Science and Technology · Zhejiang University
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  50. 2022
    DyGRAIN: An Incremental Learning Framework for Dynamic GraphsSeoyoon Kim, Seongjun Yun, Jaewoo KangIJCAI · Korea University
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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.