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.

77 papers of 6,984 · showing 51–77Sort Recent · Most cited
  1. 2023
    GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental TaskHuiping Zhuang, Zhenyu Weng, Run He … Ziqian ZengCVPR · South China University of Technology · Nanyang Technological University
  2. 2023
    Spatial–Temporal Federated Learning for Lifelong Person Re-Identification on Distributed EdgesLei Zhang, Guanyu Gao, Huaizheng ZhangIEEE TCSVT · Nanjing University of Science and Technology · Nanyang Technological University
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  3. 2023
    Towards Adversarially Robust Continual LearningTao Bai, Chen Chen, Lingjuan Lyu … Bihan WenICASSP · Nanyang Technological University · Zhejiang University of Science and Technology · +2
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  4. 2023
    Class-Incremental Learning on Multivariate Time Series Via Shape-Aligned Temporal DistillationZhongzheng Qiao, Minghui Hu, Xudong Jiang … Savitha RamasamyICASSP · Nanyang Technological University · Institute for Infocomm Research · +1
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  5. 2022
    Overcoming Catastrophic Forgetting for Semantic Segmentation Via Incremental LearningYizhuo Yang, Shenghai Yuan, Lihua XieInternational Conference on Control, Automation, Robotics… · Nanyang Technological University
  6. 2022
    Unsupervised Generative Variational Continual LearningLiu Guimeng, Yang Guo, Cheryl Wong Sze Yin … Savitha RamasamyICIP · Nanyang Technological University · Agency for Science, Technology and Research · +2
  7. 2022
    Progressive Continual Learning for Spoken Keyword SpottingYizheng Huang, Nana Hou, Nancy F. ChenICASSP · Agency for Science, Technology and Research · Institute for Infocomm Research · +1
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  8. 2022
    Unsupervised Continual Learning via Self-Adaptive Deep Clustering ApproachMahardhika Pratama, Andri Ashfahani, Edwin LughoferSpringer LNCS · University of South Australia · Nanyang Technological University
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  9. 2021
    Else-Net: Elastic Semantic Network for Continual Action Recognition from Skeleton DataTianjiao Li, Qiuhong Ke, Hossein Rahmani … Jun LiuICCV · Singapore University of Technology and Design · The University of Melbourne · +2
  10. 2021
    Task-Agnostic Continual Learning Using Base-Child ClassifiersPranshu Ranjan Singh, Saisubramaniam Gopalakrishnan, Qiao ZhongZheng … ArulMurugan AmbikapathiICIP · Agency for Science, Technology and Research · Institute for Infocomm Research · +1
  11. 2021
    Accelerating Continual Learning on Edge FPGADuvindu Piyasena, Siew-Kei Lam, Meiqing WuInternational Conference on Field-Programmable Logic and… · Nanyang Technological University
  12. 2021
    AlterSGD: Finding Flat Minima for Continual Learning by Alternative TrainingZhongzhan Huang, Mingfu Liang, Senwei Liang, Wei HearXiv · Purdue University West Lafayette · Nanyang Technological University
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  13. 2021
    Retrospective Class Incremental LearningQingyi Tao, Chen Change Loy, Jianfei Cad … Simon SeeIEEE International Conference on Multimedia and Expo (ICME) · Nanyang Technological University · Monash University · +1
  14. 2021
    Few-Shot Incremental Learning with Continually Evolved ClassifiersChi Zhang, Nan Song, Guosheng Lin … Yinghui XuCVPR · Nanyang Technological University · Alibaba Group (Cayman Islands)
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  15. 2021
    Distilling Causal Effect of Data in Class-Incremental LearningXinting Hu, Kaihua Tang, Chunyan Miao … Hanwang ZhangCVPR · Nanyang Technological University · Alibaba Group (Cayman Islands)
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  16. 2021
    Edge Accelerator for Lifelong Deep Learning using Streaming Linear Discriminant AnalysisDuvindu Piyasena, Siew-Kei Lam, Meiqing WuIEEE 29th Annual International Symposium on Field-Program… · Nanyang Technological University
  17. 2020
    Dynamically Growing Neural Network Architecture for Lifelong Deep Learning on the EdgeDuvindu Piyasena, Miyuru Thathsara, Sathursan Kanagarajah … Meiqing WuInternational Conference on Field-Programmable Logic and… · Nanyang Technological University
  18. 2020
    Learning to Segment the TailXinting Hu, Yi Jiang, Kaihua Tang … Hanwang ZhangCVPR · Nanyang Technological University · Alibaba Group (United States) · +1
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  19. 2020
    IROS 2019 Lifelong Robotic Vision: Object Recognition Challenge [Competitions]Heechul Bae, Eoin Brophy, Rosa H. M. Chan … Liguang ZhouIEEE Robotics & Automation Magazine · Electronics and Telecommunications Research Institute · Dublin City University · +9
  20. 2019
    Automatic Construction of Multi-layer Perceptron Network from Streaming ExamplesMahardhika Pratama, Choiru Za’in, Andri Ashfahani … Weiping DingCIKM · Nanyang Technological University · La Trobe University · +1
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  21. 2019
    MUSE-RNN: A Multilayer Self-Evolving Recurrent Neural Network for Data Stream ClassificationMonidipa Das, Mahardhika Pratama, Septiviana Savitri, Jie ZhangICDM · Nanyang Technological University
  22. 2019
    Learning a Unified Classifier Incrementally via RebalancingSaihui Hou, Xinyu Pan, Chen Change Loy … Dahua LinCVPR · University of Science and Technology of China · XLAB (Slovenia) · +3
  23. 2019
    An Incremental Construction of Deep Neuro Fuzzy System for Continual Learning of Nonstationary Data StreamsMahardhika Pratama, Witold Pedrycz, Geoffrey I. WebbIEEE Transactions · Nanyang Technological University · University of Alberta · +1
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  24. 2019
    Perception Coordination Network: A Neuro Framework for Multimodal Concept Acquisition and BindingYoulu Xing, Xiaofeng Shi, Furao Shen … Ah‐Hwee TanTNNLS · Anhui University · Nanjing University · +2
  25. 2018
    Lifelong Learning via Progressive Distillation and RetrospectionSaihui Hou, Xinyu Pan, Chen Change Loy … Dahua LinECCV · University of Science and Technology of China · Chinese University of Hong Kong · +1
  26. 2019
    A Reinforcement Learning Architecture That Transfers Knowledge Between Skills When Solving Multiple TasksPaolo Tommasino, Daniele Caligiore, Marco Mirolli, Gianluca BaldassarreIEEE TCDS · Nanyang Technological University · Institute of Cognitive Sciences and Technologies
  27. 2016
    A novel progressive multi-label classifier for class-incremental dataMihika Dave, Sahil Tapiawala, Meng Joo Er, Rajasekar VenkatesanIEEE International Conference on Systems, Man and Cyberne… · Birla Institute of Technology and Science, Pilani · Nanyang Technological 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. 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.