IEEE Transactions on Evolutionary Computation, Volume 29, Issue 2, April 2025

1) Knowledge Structure Preserving-Based Evolutionary Many-Task OptimizationAuthor(s): Yi Jiang, Zhi-Hui Zhan, Kay Chen Tan, Sam Kwong, Jun ZhangPages: 287 - 3012) Bayesian Optimization for Quality Diversity Search With Coupled Descriptor FunctionsAuthor(s): Paul Kent, Adam Gaier, Jean-Baptiste Mouret, Juergen BrankePages: 302 - 3163) Machine Learning-Assisted Multiobjective Evolutionary Algorithm for Routing and PackingAuthor(s): Fei Liu, Qingfu Zhang, Qingling Zhu, Xialiang Tong, Mingxuan YuanPages: 317 - 3304) LLaMEA: A Large Language Model Evolutionary Algorithm for Automatically Generating MetaheuristicsAuthor(s): Niki van Stein, Thomas BäckPages: 331 - 3455) Genetic Programming Hyper Heuristic With Elitist Mutation for Integrated Order Batching and Picker Routing ProblemAuthor(s): Yuquan Wang, Naiming Xie, Nanlei Chen, Hui Ma, Gang ChenPages: 346 - 3596) Genetic Multi-Armed Bandits: A Reinforcement Learning Inspired Approach for Simulation OptimizationAuthor(s): Deniz Preil, Michael KrappPages: 360 - 3747) A Novel Knowledge-Based Genetic Algorithm for Robot Path Planning in Complex EnvironmentsAuthor(s): Junfei Li, Yanrong Hu, Simon X. YangPages: 375 - 3898) A Biased Random Key Genetic Algorithm for Solving the Longest Common Square Subsequence ProblemAuthor(s): Jaume Reixach, Christian Blum, Marko Djukanović, Günther R. RaidlPages: 390 - 4039) Decoupling Constraint: Task Clone-Based Multitasking Optimization for Constrained Multiobjective OptimizationAuthor(s): Genghui Li, Zhenkun Wang, Weifeng Gao, Ling WangPages: 404 - 41710) Protein Design by Directed Evolution Guided by Large Language ModelsAuthor(s): Thanh V. T. Tran, Truong Son HyPages: 418 - 42811) Multiform Genetic Programming Framework for Symbolic Regression ProblemsAuthor(s): Jinghui Zhong, Junlan Dong, Wei-Li Liu, Liang Feng, Jun ZhangPages: 429 - 44312) Causal Inference-Based Large-Scale Multiobjective OptimizationAuthor(s): Bingdong Li, Yanting Yang, Peng Yang, Guiying Li, Ke Tang, Aimin ZhouPages: 444 - 45813) A Bidirectional Differential Evolution-Based Unknown Cyberattack Detection SystemAuthor(s): Hanyuan Huang, Tao Li, Beibei Li, Wenhao Wang, Yanan SunPages: 459 - 47314) MOTEA-II: A Collaborative Multiobjective Transformation-Based Evolutionary Algorithm for Bilevel OptimizationAuthor(s): Lei Chen, Yiu-Ming Cheung, Hai-Lin Liu, Yutao LaiPages: 474 - 48915) From Direct to Directional Variable Dependencies—Nonsymmetrical Dependencies Discovery in Real-World and Theoretical ProblemsAuthor(s): Michal Witold Przewozniczek, Bartosz Frej, Marcin Michal KomarnickiPages: 490 - 50416) A Two-Individual Evolutionary Algorithm for Cumulative Capacitated Vehicle Routing With Single and Multiple DepotsAuthor(s): Yuji Zou, Jin-Kao Hao, Qinghua WuPages: 505 - 51817) Gradient-Guided Local Search for Large-Scale Hypervolume Subset SelectionAuthor(s): Yang Nan, Tianye Shu, Hisao Ishibuchi, Ke ShangPages: 519 - 53318) Evolutionary Computation in the Era of Large Language Model: Survey and RoadmapAuthor(s): Xingyu Wu, Sheng-Hao Wu, Jibin Wu, Liang Feng, Kay Chen TanPages: 534 - 55419) Zeroth-Order Actor–Critic: An Evolutionary Framework for Sequential Decision ProblemsAuthor(s): Yuheng Lei, Yao Lyu, Guojian Zhan, Tao Zhang, Jiangtao Li, Jianyu Chen, Shengbo Eben Li, Sifa ZhengPages: 555 - 569

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