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    Browsing Information Intelligence by Publisher "Institute of Electrical and Electronics Engineers Inc. (IEEE)"

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      • Complementary Learning Subnetworks towards Parameter-Efficient Class-Incremental Learning 

        Li, Depeng; Zeng, Zhigang; Dai, Wei; Suganthan, Ponnuthurai Nagaratnam ( Institute of Electrical and Electronics Engineers Inc. (IEEE) , 2025 , Article)
        In the scenario of class-incremental learning (CIL), deep neural networks have to adapt their model parameters to non-stationary data distributions, e.g., the emergence of new classes over time. To mitigate the catastrophic ...
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        Stacked Ensemble Deep Random Vector Functional Link Network with Residual Learning for Medium-Scale Time-Series Forecasting 

        Gao, Ruobin; Hu, Minghui; Li, Ruilin; Luo, Xuewen; Suganthan, Ponnuthurai Nagaratnam; Tanveer, M.... more authors ... less authors ( Institute of Electrical and Electronics Engineers Inc. (IEEE) , 2025 , Article)
        The deep random vector functional link (dRVFL) and ensemble dRVFL (edRVFL) succeed in various tasks and achieve state-of-the-art performance compared with other randomized neural networks (NNs). However, existing edRVFL ...

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