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EvoSampling: A Granular Ball-Based Evolutionary Hybrid Sampling With Knowledge Transfer for Imbalanced Learning [Research Frontier
Author: Pei, Wenbin; Dai, Ruohao; Xue, Bing; Zhang, Mengjie; Zhang, Qiang; Cheung, Yiu-Ming; Xia, Shuyin
Journal: IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE. 2026; Vol. 21, Issue 2, pp. 55-67. DOI: 10.1109/MCI.2026.3657694
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Privacy-Preserving Evolutionary Multitasking Optimization: Models and Attack
Author: Li, Hao; Li, Jingying; Gong, Maoguo; Qin, A. K.; Wu, Yue; Xing, Lining
Journal: IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE. 2026; Vol. 21, Issue 2, pp. 68-83. DOI: 10.1109/MCI.2026.3655683
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Graph Regularization for High Order Neural Networks: Boundedness, Convergence, and Enhanced Performance With Entropy Error Function [Research Frontier
Author: Fan, Qinwei; Huang, Qianru; Zurada, Jacek M.; Peng, Jigen; Li, Haiyang
Journal: IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE. 2026; Vol. 21, Issue 2, pp. 84-98. DOI: 10.1109/MCI.2026.3655677
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Adversarial Attacks on Evolutionary Algorithms Solving Data-Driven Optimization Problems [Research Frontier
Author: Zhang, Limiao; Liu, Jiacheng; Wang, Ran; Tian, Ye; Jin, Yaochu; Zhang, Xingyi
Journal: IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE. 2026; Vol. 21, Issue 1, pp. 69-86. DOI: 10.1109/MCI.2025.3631574
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Hyper-Construction: Evolving Evaluation Networks to Regulate Constructive Heuristics for 0-1 Knapsack Proble
Author: Yu, Rui; Xin, Bin; Ma, Weijie; Wang, Qing; Zhang, Jia
Journal: IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE. 2026; Vol. 21, Issue 1, pp. 87-104. DOI: 10.1109/MCI.2025.3624184
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Black-Box Test-Time Ensembl
Author: Li, Siyang; Wang, Ziwei; Liu, Chenhao; Wu, Dongrui
Journal: IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE. 2026; Vol. 21, Issue 1, pp. 57-68. DOI: 10.1109/MCI.2025.3624194
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Toward Energy-Efficient Spike-Based Deep Reinforcement Learning With Temporal Codin
Author: Zhang, Malu; Wang, Shuai; Wu, Jibin; Wei, Wenjie; Zhang, Dehao; Zhou, Zijian; Wang, Siying; Zhang, Fan; Yang, Yang
Journal: IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE. 2025; Vol. 20, Issue 2, pp. 45-57. DOI: 10.1109/MCI.2025.3541572
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Pareto Optimization for Subset Selection via Steering Mutation With Theoretical Guarante
Author: Zhang, Lei; Wang, Zhanpeng; Yang, Haipeng; Cheng, Fan
Journal: IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE. 2025; Vol. 20, Issue 2, pp. 80-94. DOI: 10.1109/MCI.2025.3525602