IEEE Transactions on Evolutionary Computation, Volume 29, Issue 6, December 2025

1) An Enhanced Differential Grouping Method for Large-Scale Overlapping Problems

Author(s): Maojiang Tian, Mingke Chen, Wei Du, Yang Tang, Yaochu Jin

Pages: 2272 - 2286

2) An Evolutionary Multitasking Memetic Algorithm for Multiobjective Distributed Heterogeneous Welding Flow Shop Scheduling

Author(s): Rui Li, Ling Wang, Wenyin Gong, Fei Ming

Pages: 2287 - 2298

3) DP-FSAEA: Differential Privacy for Federated Surrogate-Assisted Evolutionary Algorithms

Author(s): Yuping Yan, Xilu Wang, Péter Ligeti, Yaochu Jin

Pages: 2299 - 2312

4) A Tree-Based Multiobjective Evolutionary Algorithm for Energy-Efficient Hybrid Flow-Shop Scheduling

Author(s): Yi-Jian Wang, Gai-Ge Wang, Ling Wang

Pages: 2313 - 2327

5) Neural Network-Based Dimensionality Reduction for Large-Scale Binary Optimization With Millions of Variables

Author(s): Ye Tian, Luchen Wang, Shangshang Yang, Jinliang Ding, Yaochu Jin, Xingyi Zhang

Pages: 2328 - 2342

6) A Coevolutionary Algorithm With Detection and Supervision Strategies for Constrained Multiobjective Optimization

Author(s): Shaoning Liu, Jian Feng, Shengxiang Yang, Jun Zheng, Qi Xiao

Pages: 2343 - 2356

7) A Multistage Expensive Constrained Multiobjective Optimization Algorithm Based on Ensemble Infill Criterion

Author(s): Haofeng Wu, Qingda Chen, Jiaxin Chen, Yaochu Jin, Jinliang Ding, Xingyi Zhang, Tianyou Chai

Pages: 2357 - 2371

8) Fairness-Aware Multiobjective Evolutionary Learning

Author(s): Qingquan Zhang, Jialin Liu, Xin Yao

Pages: 2372 - 2385

9) History-Assisted Two-State Auxiliary Task Collaboration Approach for Dynamic Constrained Multiobjective Optimization

Author(s): Dezheng Zhang, Kunjie Yu, Jing Liang, Kangjia Qiao, Boyang Qu, Ke Chen, Caitong Yue, Ling Wang

Pages: 2386 - 2400

10) Distilling Ensemble Surrogates for Federated Data-Driven Many-Task Optimization

Author(s): Xilu Wang, Yaochu Jin

Pages: 2401 - 2415

11) Surrogate-Assisted Search With Competitive Knowledge Transfer for Expensive Optimization

Author(s): Xiaoming Xue, Yao Hu, Liang Feng, Kai Zhang, Linqi Song, Kay Chen Tan

Pages: 2416 - 2430

12) An Evolutionary Multiobjective Neural Architecture Search Approach to Advancing Cognitive Diagnosis in Intelligent Education

Author(s): Shangshang Yang, Haiping Ma, Ying Bi, Ye Tian, Limiao Zhang, Yaochu Jin, Xingyi Zhang

Pages: 2431 - 2445

13) Effective Identification of Lower-Level Optimal Solutions via Discriminator of Conditional Generative Adversarial Network

Author(s): Weizhong Wang, Hai-Lin Liu, Kay Chen Tan

Pages: 2446 - 2460

14) Knowledge Transfer Driven Distributed Memetic Architecture and Algorithm for Distributed Differentiation Flowshop Integrated Scheduling

Author(s): Guanghui Zhang, Juan Wang, Qianlong Dang, Ling Wang, Chenxin Dong

Pages: 2461 - 2475

15) An Evolutionary Algorithm for Solving Large-Scale Robust Multiobjective Optimization Problems

Author(s): Shuai Shao, Ye Tian, Limiao Zhang, Kay Chen Tan, Xingyi Zhang

Pages: 2476 - 2490

16) A Hierarchical and Ensemble Surrogate-Assisted Evolutionary Algorithm With Model Reduction for Expensive Many-Objective Optimization

Author(s): Qi-Te Yang, Jian-Yu Li, Zhi-Hui Zhan, Yunliang Jiang, Yaochu Jin, Jun Zhang

Pages: 2491 - 2505

17) DPP-HSS: Toward Fast and Scalable Hypervolume Subset Selection for Many-Objective Optimization

Author(s): Cheng Gong, Yang Nan, Ke Shang, Ping Guo, Hisao Ishibuchi, Qingfu Zhang

Pages: 2506 - 2520

18) A Thompson Sampling-Based Sparse Evolutionary Operator for Sparse Large-Scale Multiobjective Optimization

Author(s): Sheng Qi, Rui Wang, Tao Zhang, Weixiong Huang, Feng Qing, Tao Hu, Ling Wang

Pages: 2521 - 2536

19) Evolutionary Multitasking With Adaptive Knowledge Transfer for Expensive Multiobjective Optimization

Author(s): Xunfeng Wu, Songbai Liu, Qiuzhen Lin, Kay Chen Tan, Victor C. M. Leung

Pages: 2537 - 2551

20) Multiform Differential Evolution With Elite-Guided Knowledge Transfer for Coal Mine Integrated Energy Systems Constrained Dispatch

Author(s): Canyun Dai, Xiaoyan Sun, Hejuan Hu, Wei Song, Yong Zhang, Dunwei Gong

Pages: 2552 - 2566

21) Transfer-Based Customized Bus Network Design With Holding Control and Heterogeneous Fleet

Author(s): Yuwei Zhao, Ziyan Feng, Xiang Li

Pages: 2567 - 2581

22) A Sparsity Knowledge Transfer-Based Evolutionary Algorithm for Large-Scale Multitasking Multiobjective Optimization

Author(s): Chengming Wu, Ye Tian, Limiao Zhang, Xiaoshu Xiang, Xingyi Zhang

Pages: 2582 - 2595

23) nLKH-ACS: A Niching Lin-Kernighan–Helsgaun-Based Ant Colony System for Multisolution Traveling Salesman Problems

Author(s): Ting Huang, Zhen-Quan Zhang, Yue-Jiao Gong, Jing Liu

Pages: 2596 - 2610

24) Multilevel and Multisegment Learning Multitask Optimization via a Niching Method

Author(s): Zhao-Feng Xue, Zi-Jia Wang, Yi Jiang, Zhi-Hui Zhan, Sam Kwong, Jun Zhang

Pages: 2611 - 2625

25) Surrogate-Assisted Neighborhood Search With Only a Few Weight Vectors for Expensive Large-Scale Multiobjective Binary Optimization

Author(s): Haoran Gu, Handing Wang, Yi Mei, Mengjie Zhang, Yaochu Jin

Pages: 2626 - 2640

26) DG-SMOTE: A Distance-Angle-Based Genetic Synthetic Minority Over-Sampling Technique for Unbalanced Data Learning

Author(s): Wenbin Pei, Yuyang Cui, Bing Xue, Mengjie Zhang, Jiqing Zhang, Yaqing Hou, Guangyu Zou, Qiang Zhang

Pages: 2641 - 2655

27) A Distribution Information-Based Kriging-Assisted Evolutionary Algorithm for Expensive Many-Objective Optimization Problems

Author(s): Zhiyao Zhang, Yong Wang, Guangyong Sun, Tong Pang

Pages: 2656 - 2670

28) Genetic Programming With Multifidelity Surrogates for Large-Scale Dynamic Air Traffic Flow Management

Author(s): Tong Guo, Yi Mei, Mengjie Zhang, Ruofei Sun, Yanbo Zhu, Wenbo Du

Pages: 2671 - 2685

29) Matrix and Learning-Assisted Distributed Dual-Space Memetic Algorithm for Customized Distributed Blocking Flowshop Scheduling Problem

Author(s): Guanghui Zhang, Juan Wang, Lijie Zhang, Qianlong Dang, Ling Wang, Keyi Xing

Pages: 2686 - 2699

30) An Evolutionary Algorithm Based on CMSA for Rooted Max Tree Coverage

Author(s): Jiang Zhou, Peng Zhang

Pages: 2700 - 2714

31) A Multiform Many-Objective Evolutionary Algorithm for Multilabel Feature Selection in Classification

Author(s): Emrah Hancer, Bing Xue, Mengjie Zhang

Pages: 2715 - 2728

32) Affinity Propagation Hierarchical Memetic Algorithm for Multimodal Multiobjective Flexible Job Shop Scheduling With Variable Speed

Author(s): Cong Luo, Xinyu Li, Wenyin Gong, Liang Gao

Pages: 2729 - 2741

33) Fitness Landscape Optimization Makes Stochastic Symbolic Search by Genetic Programming Easier

Author(s): Zhixing Huang, Yi Mei, Fangfang Zhang, Mengjie Zhang, Wolfgang Banzhaf

Pages: 2742 - 2756

34) Evolutionary Competitive Multiobjective Multitasking: One-Pass Optimization of Heterogeneous Pareto Solutions

Author(s): Yanchi Li, Xinyi Wu, Wenyin Gong, Meng Xu, Yubo Wang, Qiong Gu

Pages: 2757 - 2770

35) Constraint-Pareto Dominance and Diversity Enhancement Strategy-Based Evolutionary Algorithm for Solving Constrained Multiobjective Optimization Problems

Author(s): Zhe Liu, Fei Han, Qinghua Ling, Henry Han, Jing Jiang

Pages: 2771 - 2784

36) Problem Decomposition Strategies and Credit Distribution Mechanisms in Modular Genetic Programming for Supervised Learning

Author(s): Lino Rodriguez-Coayahuitl, Ansel Y. Rodríguez-González, Daniel Fajardo-Delgado, Maria Guadalupe Sánchez Cervantes

Pages: 2785 - 2803

37) Multitask Multiscale Feature Selection for Point Cloud Registration

Author(s): Yue Wu, Chuang Luo, Maoguo Gong, Hangqi Ding, Jinlong Sheng, Qiguang Miao, Hao Li, Wenping Ma, Hao He

Pages: 2804 - 2818

38) Multiagent Evolution Strategy With Cooperative and Cumulative Step Adaptation for Black-Box Distributed Optimization

Author(s): Tai-You Chen, Wei-Neng Chen, Jin-Kao Hao, Yang Wang, Jun Zhang

Pages: 2819 - 2833

39) A Joint-Encoding Evolutionary Algorithm for Multimodal Multiobjective Feature Selection in Classification

Author(s): Jing Liang, Junting Yang, Caitong Yue, Ying Bi, Kunjie Yu, Boyang Qu, Yuyang Zhang, Mengmeng Li

Pages: 2834 - 2848