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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.

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2019 IEEE Access Clear all
  1. 2019
    RBER-Aware Lifetime Prediction Scheme for 3D-TLC NAND Flash MemoryRuixiang Ma, Fei Wu, Meng Zhang … Changsheng XieIEEE Access · Wuhan National Laboratory for Optoelectronics · Huazhong University of Science and Technology · +1
  2. 2019
    Consumption Behavior Analysis of Over the Top Services: Incremental Learning or Traditional Methods?Juan Sebastián Rojas, Álvaro Rendón Gallón, Juan Carlos CorralesIEEE Access · University of Cauca
  3. 2019
    Fault and Noise Tolerance in the Incremental Extreme Learning MachineHo Chun Leung, Chi-Sing Leung, Eric W. M. WongIEEE Access · City University of Hong Kong
  4. 2019
    Class-Incremental Learning Based on Feature Extraction of CNN With Optimized Softmax and One-Class ClassifiersXin Ye, Qiuyu ZhuIEEE Access · Shanghai University
  5. 2019
    Learning Automata Based Incremental Learning Method for Deep Neural NetworksHaonan Guo, Shilin Wang, Jian‐Xun Fan, Shenghong LiIEEE Access · Shanghai Jiao Tong University · Beijing University of Posts and Telecommunications
  6. 2019
    Adversarial Learning With Knowledge of Image Classification for Improving GANsJae-Yong Baek, Yongsang Yoo, Seung‐Hwan BaeIEEE Access · Incheon National University
  7. 2019
    Incremental Prediction Model of Disk Failures Based on the Density Metric of Edge SamplesXin Gao, Sen Zha, Xinpeng Li … Jianhang XuIEEE Access · Beijing University of Posts and Telecommunications · State Grid Corporation of China (China)
  8. 2019
    Long-Term Visual Object Tracking via Continual LearningHui Zhang, Mu Zhu, Jing Zhang, Zhuo LiIEEE Access · Beijing University of Technology
  9. 2019
    Memorized Variational Continual Learning for Dirichlet Process MixturesYang Yang, Bo Chen, Hongwei LiuIEEE Access · Xidian University
  10. 2019
    Entity Alignment Algorithm Based on Dual-Attention and Incremental Learning MechanismYang Yang, Maojie Hao, Yonghua Huo … Zhipeng GaoIEEE Access · Beijing University of Posts and Telecommunications · State Grid Hebei Electric Power Company
  11. 2019
    Rich Feature Combination for Cost-Based Broad Learning SystemTian-Lun Zhang, Rong Chen, Xi Yang, Shikai GuoIEEE Access · Dalian Maritime University
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.