Related work

The foundational work on continual learning, 1980 to 2026: methods, theory, benchmarks, surveys, and the neuroscience of memory. Updated weekly; some carry our notes.

813 papers of 8,653 · showing 251–300Sort Recent · Most cited
  1. 2023
    Continual Collaborative Filtering Through Gradient AlignmentJaime Hieu, Hady W. LauwRecSys · Singapore Management University
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  2. 2023
    Continual Learning with Dirichlet Generative-based RehearsalMin Zeng, Wei Xue, Qifeng Liu, Yike GuoarXiv
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  3. 2023
    Signatures of task learning in neural representations.Harsha Gurnani, N. Alex Cayco-GajicCurrent Opinion in Neurobiology · Twitter (United States) · University of Washington · +3
  4. 2023
    Measuring Catastrophic Forgetting in Cross-Lingual Transfer Paradigms: Exploring Tuning StrategiesBoshko Koloski, Blaž Škrlj, Marko Robnik‐Šikonja, Senja PollakarXiv
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  5. 2023
    Data Poisoning Attack Aiming the Vulnerability of Continual LearningGyojin Han, Jaehyun Choi, Hyeong Gwon Hong, Junmo KimICIP · Korea Advanced Institute of Science and Technology · International Graduate School of English
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  6. 2023
    A Baseline on Continual Learning Methods for Video Action RecognitionGiulia Castagnolo, Concetto Spampinato, Francesco Rundo … Simone PalazzoICIP · University of Catania · STMicroelectronics (Italy)
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  7. 2023
    COCO-TEACH: A Contrastive Co-Teaching Network For Incremental 3D Object DetectionZhongyao Cheng, Cen Chen, Ziyuan Zhao … Xulei YangICIP · Agency for Science, Technology and Research · Institute for Infocomm Research
  8. 2023
    Prompt Learning With Knowledge Memorizing Prototypes For Generalized Few-Shot Intent DetectionChaiyut Luoyiching, Yangning Li, Yinghui Li … Hanjing SuarXiv
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  9. 2023
    BioSLAM: A Bioinspired Lifelong Memory System for General Place RecognitionPeng Yin, Abulikemu Abuduweili, Shiqi Zhao … Sebastian SchererIEEE Transactions · City University of Hong Kong · Carnegie Mellon University
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  10. 2023
    Image-Object-Specific Prompt Learning for Few-Shot Class-Incremental LearningIn-Ug Yoon, Tae-Min Choi, Sun-Kyung Lee … Jong-Hwan KimarXiv
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  11. 2023
    Big-model Driven Few-shot Continual LearningZiqi Gu, Chunyan Xu, Zihan Lu … Zhen CuiarXiv
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  12. 2023
    New metrics for analyzing continual learnersNicolas Michel, Giovanni Chierchia, Romain Negrel … Toshihiko YamasakiarXiv · Laboratoire d'Informatique Gaspard-Monge · Université Gustave Eiffel
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  13. 2023
    Hierarchical growth in neural networks structure: Organizing inputs by Order of Hierarchical ComplexitySofia Leite, Bruno Mota, António Ramos Silva … Pedro Pereira RodriguesPLOS · Centre for Health Technology and Services Research · Universidade Federal do Rio de Janeiro · +5
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  14. 2023
    On-Device Learning with Binary Neural NetworksLorenzo Vorabbi, Davide Maltoni, Stefano SantiICIAP Workshops
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  15. 2023
    Rotation Augmented Distillation for Exemplar-Free Class Incremental Learning with Detailed AnalysisXiuwei Chen, Xiaobin ChangChinese Conference on Pattern Recognition and Computer Vi…
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  16. 2023
    Continual Learning with Dynamic Sparse Training: Exploring Algorithms for Effective Model UpdatesMurat Onur Yildirim, Elif Ceren Gok Yildirim, Ghada Sokar … Joaquin VanschorenCPAL
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  17. 2023
    Federated Continual Learning for Socially Aware RoboticsLuke Guerdan, Hatice GüneşIEEE International Conference on Robot and Human Interact… · Carnegie Mellon University · University of Cambridge
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  18. 2023
    Universal Graph Continual LearningThanh D. Hoang, Do Viet Tung, Duy‐Hung Nguyen … Hung LêTMLR
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  19. 2023
    More task-balanced Class-Incremental LearningJunzhi Chen, Tian Wang, Deyuan Liu … Hichem SoussiYouth Academic Annual Conference of Chinese Association o… · Beihang University · Beijing Academy of Artificial Intelligence · +4
  20. 2023
    A brain-inspired algorithm that mitigates catastrophic forgetting of artificial and spiking neural networks with low computational costTielin Zhang, Xiang Cheng, Shuncheng Jia … Bo XuScience Advances · Chinese Academy of Sciences · Shandong Institute of Automation · +3
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  21. 2023
    Incremental Learning for Simultaneous Augmentation of Feature and ClassChenping Hou, Shilin Gu, Chao Xu, Yuhua QianTPAMI · National University of Defense Technology · Shanxi University
  22. 2023
    Topology-Aware Graph Convolution Network for Few-Shot Incremental 3-D Object LearningBingtao Ma, Yang Cong, Jiahua DongIEEE Transactions · Shenyang Institute of Automation · Chinese Academy of Sciences · +1
  23. 2023
    Online Attentive Kernel-Based Temporal Difference LearningXingguo Chen, Guang Yang, Shangdong Yang … Yang GaoKnowledge-Based Systems · Beijing Technology and Business University · Nanjing University of Posts and Telecommunications · +3
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  24. 2023
    Correction to TINS 1828 Contributions by metaplasticity to solving the Catastrophic Forgetting Problem: (Trends in Neurosciences, 45:9 p:656-666, 2022).Peter Jedlička, Matúš Tomko, Anthony Robins, Wickliffe C. AbrahamTrends in Neurosciences · Goethe University Frankfurt · Justus-Liebig-Universität Gießen · +5
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  25. 2023
    Bio-inspired, task-free continual learning through activity regularizationFrancesco Lässig, Pau Vilimelis Aceituno, Martino Sorbaro, Benjamin F. GreweBiological Cybernetics · SIB Swiss Institute of Bioinformatics · University of Zurich · +2
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  26. 2023
    Multi-Label Continual Learning Using Augmented Graph Convolutional NetworkKaile Du, Fan Lyu, Linyan Li … Hanjing ChengIEEE Trans. Multimedia · Suzhou University of Science and Technology · Southeast University · +2
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  27. 2023
    Continual Deep Learning for Time Series ModelingSio-Iong Ao, Haytham M. FayekSensors · RMIT University
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  28. 2023
    IOSL: Incremental Open Set LearningBingtao Ma, Yang Cong, Yu RenIEEE TCSVT · Shenyang Institute of Automation · Chinese Academy of Sciences · +2
  29. 2023PDF ↗
  30. 2023
    OpenGCD: Assisting Open World Recognition with Generalized Category DiscoveryFulin Gao, Weimin Zhong, Zhixing Cao … Zhi LiarXiv
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  31. 2023
    Towards continually learning new languagesQuan Pham, Jan Niehues, Alex WaibelInterspeech
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  32. 2023PDF ↗
  33. 2023
    DeCoR: Defy Knowledge Forgetting by Predicting Earlier Audio CodesXilin Jiang, Yinghao Aaron Li, Nima MesgaraniInterspeech · Columbia University
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  34. 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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  35. 2023
    Improving Performance in Continual Learning Tasks using Bio-Inspired ArchitecturesSandeep Madireddy, Ángel Yanguas-Gil, Prasanna BalaprakashCoLLAs
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  36. 2023
    NEOLAF, an LLM-powered neural-symbolic cognitive architectureRichard Jiarui Tong, Cao, Cassie Chen, Timothy Xueqian Lee … Yu LuarXiv
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  37. 2023
    Do You Remember? Overcoming Catastrophic Forgetting for Fake Audio DetectionXiaohui Zhang, Jiangyan Yi, Jianhua Tao … Chuyuan ZhangICML
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  38. 2023
    Memory efficient data-free distillation for continual learningXiaorong Li, Shipeng Wang, Jian Sun, Zongben XuPattern Recognition · Xi'an Jiaotong University
  39. 2023
    Class Incremental Learning with Self-Supervised Pre-Training and Prototype LearningWenzhuo Liu, WU Xin-jian, Fei Zhu … Cheng‐Lin LiuPattern Recognition
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  40. 2023PDF ↗
  41. 2023
    Efficient Model Adaptation for Continual Learning at the EdgeZachary Daniels, Jun Hu, Michael Lomnitz … David ZhangarXiv
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  42. 2023
    Class-Incremental Generalized Zero-Shot LearningZhenfeng Sun, Rui Feng, Yanwei FuMultimedia Tools and Applications · Wuhu Hit Robot Technology Research Institute · Fudan University
  43. 2023
    Training Data Protection with Compositional Diffusion ModelsAditya Golatkar, Alessandro Achille, Ashwin Swaminathan, Stefano SoattoarXiv
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  44. 2023
    Class Incremental Robotic Pick-and-Place via Incremental Few-Shot Object DetectionJieren Deng, Haojian Zhang, Jianhua Hu … Yunkuan WangRA-L · Chinese Academy of Sciences · Beijing Academy of Artificial Intelligence · +2
  45. 2023PDF ↗
  46. 2023
    Class Incremental Learning based on Identically Distributed Parallel One-Class ClassifiersWenju Sun, Qingyong Li, Jing Zhang … Yangli‐ao GengNeurocomputing · Beijing Jiaotong University
  47. 2023
    Survey on Online Streaming Continual LearningNuwan Gunasekara, Bernhard Pfahringer, Heitor Murilo Gomes, Albert BifetIJCAI · University of Waikato · Victoria University of Wellington · +2
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  48. 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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  49. 2023
    Cognitively Inspired Learning of Incremental Drifting ConceptsMohammad Rostami, Aram GalstyanIJCAI · University of Southern California · California Southern University
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  50. 2023
    SEnsitivity Modulated Importance Networking and Rehearsal for Spike Domain Incremental LearningZaidao Mei, Boyu Wang, Daniel Patrick Rider, Qinru Qiu2023 International Conference on Neuromorphic Systems · Syracuse 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. By default it shows the papers we have a reason to trust: published at a venue like NeurIPS, ICML, ICLR, CVPR or TPAMI, or written by someone who has published there, or cited a few hundred times. The rest are one click away under “All papers”. 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.