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.

645 papers of 4,574 · showing 151–200Sort Recent · Most cited
  1. 2023
    Dynamic Residual Classifier for Class Incremental LearningXiuwei Chen, Xiaobin ChangICCV · Sun Yat-sen University · Ministry of Education of the People's Republic of China · +1
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  2. 2023
    Online Class Incremental Learning on Stochastic Blurry Task Boundary via Mask and Visual Prompt TuningJun-Yeong Moon, Keon-Hee Park, Jung Uk Kim, Gyeong-Moon ParkICCV · Kyung Hee University
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  3. 2023
    Class-Incremental Grouping Network for Continual Audio-Visual LearningShentong Mo, Weiguo Pian, Yapeng TianICCV · Carnegie Mellon University
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  4. 2023
    Incremental Generalized Category DiscoveryBingchen Zhao, Oisin Mac AodhaICCV · University of Edinburgh
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  5. 2023
    ICICLE: Interpretable Class Incremental Continual LearningDawid Rymarczyk, Joost van de Weijer, Bartosz Zieliński, Bartłomiej TwardowskiICCV · Jagiellonian University · Universitat Autònoma de Barcelona · +4
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  6. 2023
    Tangent Model Composition for Ensembling and Continual Fine-tuningTian Yu Liu, Stefano SoattoICCV · University of California, Los Angeles
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  7. 2023
    CLNeRF: Continual Learning Meets NeRFZhipeng Cai, Matthias MüllerICCV · Intel (United States)
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  8. 2023
    CBA: Improving Online Continual Learning via Continual Bias AdaptorQuanziang Wang, Renzhen Wang, Yichen Wu … Deyu MengICCV · Xi'an Jiaotong University · City University of Hong Kong · +2
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  9. 2023
    Multi-Modal Continual Test-Time Adaptation for 3D Semantic SegmentationHaozhi Cao, Yuecong Xu, Jianfei Yang … Lihua XieICCV · Nanyang Technological University · Agency for Science, Technology and Research · +1
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  10. 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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  11. 2023
    Proxy Anchor-based Unsupervised Learning for Continuous Generalized Category DiscoveryHyungmin Kim, Sungho Suh, Dae-Hwan Kim … Junmo KimICCV · Korea Advanced Institute of Science and Technology · Samsung (South Korea) · +3
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  12. 2023
    A soft nearest-neighbor framework for continual semi-supervised learningZhiqi Kang, Enrico Fini, Moin Nabi … Karteek AlahariICCV · Institut national de recherche en sciences et technologies du numérique · University of Trento · +2
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  13. 2023
    Label-Efficient Online Continual Object Detection in Streaming VideoJay Zhangjie Wu, David Junhao Zhang, Wynne Hsu … Mike Zheng ShouICCV · National University of Singapore · Agency for Science, Technology and Research · +1
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  14. 2023
    Masked Autoencoders are Efficient Class Incremental LearnersJiang-Tian Zhai, Xialei Liu, Andrew D. Bagdanov … Ming‐Ming ChengICCV · Nankai University · University of Florence · +1
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  15. 2023
    Rapid Adaptation in Online Continual Learning: Are We Evaluating It Right?Hasan Abed Al Kader Hammoud, Ameya Prabhu, Ser-Nam Lim … Bernard GhanemICCV · Kootenay Association for Science & Technology · King Abdullah University of Science and Technology · +1
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  16. 2023
    LFS-GAN: Lifelong Few-Shot Image GenerationJuwon Seo, Jisu Kang, Gyeong-Moon ParkICCV · Kyung Hee University
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  17. 2023
    NAPA-VQ: Neighborhood Aware Prototype Augmentation with Vector Quantization for Continual LearningTamasha Malepathirana, Damith Senanayake, Saman HalgamugeICCV · The University of Melbourne
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  18. 2023
    MRN: Multiplexed Routing Network for Incremental Multilingual Text RecognitionTianlun Zheng, Zhineng Chen, Bingchen Huang … Yu–Gang JiangICCV · Fudan University
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  19. 2023
    CLR: Channel-wise Lightweight Reprogramming for Continual LearningYunhao Ge, Yuecheng Li, Shuo Ni … Laurent IttiICCV · University of Southern California · California Southern University · +1
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  20. 2023
    Exemplar-Free Continual Transformer with ConvolutionsAnurag Roy, Vinay Kumar Verma, Sravan Voonna … Abir DasICCV · Indian Institute of Technology Kharagpur · Indian Institute of Science Education and Research Kolkata
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  21. 2023
    Online Continual Learning on Hierarchical Label ExpansionByung Hyun Lee, Okchul Jung, Jonghyun Choi, Se Young ChunICCV · Seoul National University · Yonsei University
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  22. 2023
    GVCCI: Lifelong Learning of Visual Grounding for Language-Guided Robotic ManipulationJunghyun Kim, Gi-Cheon Kang, Jaein Kim … Byoung‐Tak ZhangIROS · Seoul National University
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  23. 2023
    Online Continual Learning for Robust Indoor Object RecognitionUmberto Michieli, Mete ÖzayIROS · Samsung (United Kingdom)
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  24. 2023
    Learning to Learn: How to Continuously Teach Humans and MachinesParantak Singh, You Li, Ankur Sikarwar … Mengmi ZhangICCV · Agency for Science, Technology and Research · Nanyang Technological University · +5
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  25. 2023PDF ↗
  26. 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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  27. 2023
    Continual Learning via Manifold Expansion ReplayZihao Xu, Xuan Tang, Yufei Shi … Xian WeiIEEE International Conference on Systems, Man, and Cybern… · East China Normal University · Sun Yat-sen University · +2
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  28. 2023
    Cost-effective On-device Continual Learning over Memory Hierarchy with MiroXinyue Ma, Suyeon Jeong, Minjia Zhang … Myeongjae JeonAnnual International Conference on Mobile Computing and N… · Ulsan National Institute of Science and Technology · Microsoft (United States) · +1
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  29. 2023
    Primal Dual Continual Learning: Balancing Stability and Plasticity through Adaptive Memory AllocationJuan Elenter, Navid Naderializadeh, Tara Javidi, Alejandro RibeiroarXiv
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  30. 2023
    Towards a Unified Framework for Adaptable Problematic Content Detection via Continual LearningAli S. Omrani, Alireza S. Ziabari, Preni Golazizian … Morteza DehghaniWOAH
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  31. 2023
    Offline Experience Replay for Continual Offline Reinforcement LearningSibo Gai, Donglin Wang, Li HeFrontiers · Fudan University · Westlake University
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  32. 2023PDF ↗
  33. 2023
    ConPET: Continual Parameter-Efficient Tuning for Large Language ModelsChenyang Song, Xu Han, Zheni Zeng … Tao YangarXiv
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  34. 2023PDF ↗
  35. 2023
    FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual LearningDipam Goswami, Yuyang Liu, Bartłomiej Twardowski, Joost van de WeijerNeurIPS
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  36. 2023
    Multivariate Prototype Representation for Domain-Generalized Incremental LearningCan Peng, Piotr Koniusz, Kaiyu Guo … Peyman MoghadamComputer Vision and Image Understanding
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  37. 2023
    Create and Find Flatness: Building Flat Training Spaces in Advance for Continual LearningWenhang Shi, Yiren Chen, Zhe Zhao … Xiaoyong DuEuropean Conference on Artificial Intelligence
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  38. 2023
    Investigating the Catastrophic Forgetting in Multimodal Large Language ModelsYuexiang Zhai, Shengbang Tong, Li Xiao … Yi MaarXiv
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  39. 2023
    Multi-View Class Incremental LearningDepeng Li, Tianqi Wang, Junwei Chen … Zhigang ZengInformation Fusion · National University of Singapore · Huazhong University of Science and Technology · +1
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  40. 2023
    RECALL+: Adversarial Web-based Replay for Continual Learning in Semantic SegmentationChang Liu, Giulia Rizzoli, Francesco Barbato … P. ZanuttighImage and Vision Computing
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  41. 2023
    Stabilizing RLHF through Advantage Model and Selective RehearsalBaolin Peng, Linfeng Song, Ye Tian … Yu DongarXiv
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  42. 2023PDF ↗
  43. 2023
    Variational Density Propagation Continual LearningChristopher F. Angelini, Nidhal Bouaynaya, Ghulam RasoolInternational Symposium on Image and Signal Processing an… · Rowan University · Moffitt Cancer Center
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  44. 2023PDF ↗
  45. 2023
    Continual Robot Learning Using Self-Supervised Task InferenceMuhammad Burhan Hafez, Stefan WermterIEEE TCDS · Universität Hamburg · Hamburg University of Technology
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  46. 2023
    Continual Learning with Dirichlet Generative-based RehearsalMin Zeng, Wei Xue, Qifeng Liu, Yike GuoarXiv
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  47. 2023
    Domain-Aware Augmentations for Unsupervised Online General Continual LearningNicolas Michel, Romain Negrel, Giovanni Chierchia, Jean-François BercherBMVC · Laboratoire d'Informatique Gaspard-Monge · Université Gustave Eiffel · +2
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  48. 2023
    Measuring Catastrophic Forgetting in Cross-Lingual Transfer Paradigms: Exploring Tuning StrategiesBoshko Koloski, Blaž Škrlj, Marko Robnik‐Šikonja, Senja PollakarXiv
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  49. 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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  50. 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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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.