Related work

The foundational work on continual learning, 1959 to 2026: methods, theory, benchmarks, surveys, and the neuroscience of memory. Updated weekly; some carry our notes.

21 papers of 11,817Sort Recent · Most cited

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2022
Rethinking Few-Shot Class-Incremental Learning With Open-Set Hypothesis in Hyperbolic GeometryYawen Cui, Zitong Yu, Wei Peng … Li LiuIEEE Trans. Multimedia · University of Oulu · Great Bay University · +3
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2022
FIG-LP: Feature-Inverse-Graph based Link Prediction in Graph StreamXu Zhang, Xiao-Qiang Xiao, Guowei Li … Jiantong SongIEEE Smartworld, Ubiquitous Intelligence & Computing,… · National University of Defense Technology · Changsha University
2022
ICFD: An Incremental Learning Method Based on Data Feature DistributionYunzhe Zhu, Yusong Tan, Xiaoling Li … Xueqin NingIEEE Smartworld, Ubiquitous Intelligence & Computing,… · National University of Defense Technology
2022
Similarity-Driven Adaptive Prototypical Network for Class-incremental Few-shot Named Entity RecognitionYifan Chen, Zhan Huang, Minghao Hu … Xicheng LuIEEE 34th International Conference on Tools with Artifici… · National University of Defense Technology · PLA Academy of Military Science
2022
LwF4IEE: An Incremental Learning Method for Interactive Event ExtractionJiashun Duan, Xin Zhang, Chi XuInternational Conference on Cyber-Enabled Distributed Com… · National University of Defense Technology
2022
A Feature Incremental Learning Method Based on Evidential Reasoning RuleLi Tu, Ruirui Zhao, Jianbin Sun, Jiang JiangInternational Conference on Big Data and Information Anal… · National University of Defense Technology
2021
From Superficial to Deep: Language Bias driven Curriculum Learning for Visual Question AnsweringMingrui Lao, Yanming Guo, Yu Liu … Michael S. LewACM International Conference on Multimedia · Leiden University · National University of Defense Technology · +1
2022
Fast and Progressive Misbehavior Detection in Internet of Vehicles Based on Broad Learning and Incremental Learning SystemsXiao Wang, Yushan Zhu, Shuangshuang Han … Fei–Yue WangIEEE Internet of Things Journal · Chinese Academy of Sciences · Institute of Automation · +6
2021
Semi-Supervised Few-Shot Class-Incremental LearningYawen Cui, Wuti Xiong, Mohammad Tavakolian, Li LiuICIP · University of Oulu · National University of Defense Technology
2021
A Fixed Version of Quadratic Program in Gradient Episodic MemoryWei Zhou, Yiying LiarXiv · National University of Defense Technology
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2020
Intrinsic Motivation Based Hierarchical Exploration for Model and Skill LearningLina Lu, Wanpeng Zhang, Xueqiang Gu, Jing ChenElectronics · National University of Defense Technology
2020
On the Exploration of Incremental Learning for Fine-grained Image RetrievalWei Chen, Yu Liu, Weiping Wang … Michael S. LewBMVC · Leiden University · KU Leuven · +1
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2019
DCIGAN: A Distributed Class-Incremental Learning Method Based on Generative Adversarial NetworksHongtao Guan, Yijie Wang, Xingkong Ma, Yongmou LiIEEE Intl Conf on Parallel & Distributed Processing w… · National University of Defense Technology
2019
A Distributed Class-Incremental Learning Method Based on Neural Network Parameter FusionHongtao Guan, Yijie Wang, Xingkong Ma, Yongmou LiIEEE 21st International Conference on High Performance Co… · National University of Defense Technology
2019
Central-Diffused Instance Generation Method in Class Incremental LearningMing-Yu Liu, Yijie WangSpringer LNCS · National University of Defense Technology
2018
Fisher Discriminant Analysis Random Forest for Online Class Incremental LearningXiong Wang, Yijie Wang, Li ChengIEEE Intl Conf on Parallel & Distributed Processing w… · National University of Defense Technology
2017
Cost-Effective Active Learning for Deep Image ClassificationKeze Wang, Dongyu Zhang, Ya Li … Liang LinIEEE TCSVT · Sun Yat-sen University · National University of Defense Technology · +1
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2011
Incremental Learning From Stream DataHaibo He, Sheng Chen, Kang Li, Xin XuIEEE Transactions · University of Rhode Island · Stevens Institute of Technology · +3
2010
Incremental learning approach based on vector neural network for emitter identificationHuanxi Liu, Z. Liu, Weidong Jiang, Yuzhen ZhouIET Signal Processing · National University of Defense Technology
2009
Weights Updated Voting for Ensemble of Neural Networks Based Incremental LearningJianjun Liu, Shengping Xia, Weidong Hu, Wenxian YuSpringer LNCS · National University of Defense Technology
2006
A Class-Incremental Learning Method for Multi-Class Support Vector Machines in Text ClassificationBo-feng Zhang, Jinshu Su, Xin XuICML · National University of Defense Technology

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 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.