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Data-Driven Evolutionary Algorithm Based on Inductive Graph Neural Networks for Multimodal Multi-Objective Optimization IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-02-11 Qianlong Dang, Qiqi Liu, Shuai Yang, Xiaoyu He
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Imitation Learning-Assisted Evolutionary Algorithm for Energy-Efficient Flexible Job Shop Scheduling Problem With Automated Guided Vehicles IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-02-10 Weiyao Cheng, Leilei Meng, Biao Zhang, Kaizhou Gao, Hongyan Sang
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Speeding up Local Search for the Indicator-Based Subset Selection Problem by a Candidate List Strategy IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-02-05 Keisuke Korogi, Ryoji Tanabe
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How Do Dynamic Events Change the Fitness Landscape of Traveling Salesman Problems? IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-02-04 Hao Tong, Miqing Li, Jialin Liu, Xin Yao
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MOTEA-II: A Collaborative Multi-Objective Transformation Based Evolutionary Algorithm for Bi-Level Optimization IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-02-04 Lei Chen, Yiu-ming Cheung, Hai-Lin Liu, Yutao Lai
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Dealing With Structure Constraints in Evolutionary Pareto Set Learning IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-02-03 Xi Lin, Xiaoyuan Zhang, Zhiyuan Yang, Qingfu Zhang
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IEEE Computational Intelligence Society Information IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-30
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IEEE Transactions on Evolutionary Computation Publication Information IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-30
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Evolutionary Computation for the Design and Enrichment of General-Purpose Artificial Intelligence Systems: Survey and Prospects IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-30 Daniel Molina, Javier Poyatos, Javier Del Ser, Salvador García, Hisao Ishibuchi, Isaac Triguero, Bing Xue, Xin Yao, Francisco Herrera
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IEEE Transactions on Evolutionary Computation Information for Authors IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-30
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A Deep Reinforcement Learning-Assisted Multimodal Multi-Objective Bi-Level Optimization Method for Multi-Robot Task Allocation IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-28 Yuanyuan Yu, Qirong Tang, Qingchao Jiang, Qingqing Fan
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Particle-Assisted Deep Reinforcement Learning for Quantum State Manipulation IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-27 Haixu Yu, Xiang Liu, Bohui Wang, Xudong Zhao
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Surrogate-Assisted Multiobjective Gene Selection for Cell Classification from Large-Scale Single-Cell RNA Sequencing Data IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-24 Jianqing Lin, Cheng He, Hanjing Jiang, Yabing Huang, Yaochu Jin
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A Novel Knowledge-Based Genetic Algorithm for Robot Path Planning in Complex Environments IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-24 Junfei Li, Yanrong Hu, Simon X. Yang
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Genetic Programming Hyper Heuristic With Elitist Mutation for Integrated Order Batching and Picker Routing Problem IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-20 Yuquan Wang, Naiming Xie, Nanlei Chen, Hui Ma, Gang Chen
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Gradient-Guided Local Search for Large-Scale Hypervolume Subset Selection IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-20 Yang Nan, Tianye Shu, Hisao Ishibuchi, Ke Shang
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A Joint-Encoding Evolutionary Algorithm for Multimodal Multiobjective Feature Selection in Classification IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-16 Jing Liang, Junting Yang, Caitong Yue, Ying Bi, Kunjie Yu, Boyang Qu, Yuyang Zhang, Mengmeng Li
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Automatic Fuzzy Architecture Design for Defect Detection via Classifier-Assisted Multiobjective Optimization Approach IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-16 Nan Li, Bing Xue, Lianbo Ma, Mengjie Zhang
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Causal Inference Based Large-Scale Multi-Objective Optimization IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-16 Bingdong Li, Yanting Yang, Peng Yang, Guiying Li, Ke Tang, Aimin Zhou
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Zeroth-Order Actor-Critic: An Evolutionary Framework for Sequential Decision Problems IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-14 Yuheng Lei, Yao Lyu, Guojian Zhan, Tao Zhang, Jiangtao Li, Jianyu Chen, Shengbo Eben Li, Sifa Zheng
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Evolutionary Multi-Objective Spiking Neural Architecture Search for Image Classification IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-13 Xiaotian Song, Zeqiong Lv, Jiaohao Fan, Xiong Deng, Jiancheng Lv, Jiyuan Liu, Yanan Sun
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Multiform Genetic Programming Framework for Symbolic Regression Problems IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-09 Jinghui Zhong, Junlan Dong, Wei-Li Liu, Liang Feng, Jun Zhang
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Historical Information-assisted Dynamic Response Integration and Adaptive Niche Methods for Dynamic Multimodal Optimization IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-09 Kunjie Yu, Xuyang Zhang, Dezheng Zhang, Jing Liang, Yumeng Li, Heshan Wang, Ke Chen, Caitong Yue
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Problem Decomposition Strategies and Credit Distribution Mechanisms in Modular Genetic Programming for Supervised Learning IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-06 Lino Rodriguez-Coayahuitl, Ansel Y. Rodríguez-González, Daniel Fajardo-Delgado, Maria Guadalupe Sánchez Cervantes
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Multi-Task Multi-Scale Feature Selection for Point Cloud Registration IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-06 Yue Wu, Chuang Luo, Maoguo Gong, Hangqi Ding, Jinlong Sheng, Qiguang Miao, Hao Li, Wenping Ma, Hao He
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Multi-Agent Evolution Strategy With Cooperative and Cumulative Step Adaptation for Black-Box Distributed Optimization IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-06 Tai-You Chen, Wei-Neng Chen, Jin-Kao Hao, Yang Wang, Jun Zhang
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A Subspace Sparsity Driven Knowledge Transfer Strategy for Dynamic Constrained Multiobjective Optimization IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-03 Guoyu Chen, Yinan Guo, Changhe Li, Feng Wang, Dunwei Gong, Liang Yuan
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Constraint-Pareto Dominance and Diversity Enhancement Strategy based Evolutionary Algorithm for Solving Constrained Multiobjective Optimization Problems IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-02 Zhe Liu, Fei Han, Qinghua Ling, Henry Han, Jing Jiang
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Affinity Propagation Hierarchical Memetic Algorithm for Multimodal Multi-Objective Flexible Job Shop Scheduling With Variable Speed IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-01 Cong Luo, Xinyu Li, Wenyin Gong, Liang Gao
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Evolutionary Competitive Multiobjective Multitasking: One-Pass Optimization of Heterogeneous Pareto Solutions IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-01 Yanchi Li, Xinyi Wu, Wenyin Gong, Meng Xu, Yubo Wang, Qiong Gu
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Fitness Landscape Optimization Makes Stochastic Symbolic Search By Genetic Programming Easier IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2025-01-01 Zhixing Huang, Yi Mei, Fangfang Zhang, Mengjie Zhang, Wolfgang Banzhaf
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Genetic Multi-Armed Bandits: A Reinforcement Learning Inspired Approach for Simulation Optimization IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-12-31 Deniz Preil, Michael Krapp
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A Multiform Many-objective Evolutionary Algorithm for Multi-label Feature Selection in Classification IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-12-27 Emrah Hancer, Bing Xue, Mengjie Zhang
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An Evolutionary Algorithm Based on CMSA for Rooted Max Tree Coverage IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-12-23 Jiang Zhou, Peng Zhang
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Matrix and Learning-Assisted Distributed Dual-Space Memetic Algorithm for Customized Distributed Blocking Flowshop Scheduling Problem IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-12-18 Guanghui Zhang, Juan Wang, Lijie Zhang, Qianlong Dang, Ling Wang, Keyi Xing
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A Distribution Information-Based Kriging-Assisted Evolutionary Algorithm for Expensive Many-Objective Optimization Problems IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-12-17 Zhiyao Zhang, Yong Wang, Guangyong Sun, Tong Pang
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DG-SMOTE: A Distance-Angle-Based Genetic Synthetic Minority Over-Sampling Technique for Unbalanced Data Learning IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-12-11 Wenbin Pei, Yuyang Cui, Bing Xue, Mengjie Zhang, Jiqing Zhang, Yaqing Hou, Guangyu Zou, Zhang Qiang
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Surrogate-Assisted Neighborhood Search With Only a Few Weight Vectors for Expensive Large-Scale Multiobjective Binary Optimization IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-12-09 Haoran Gu, Handing Wang, Yi Mei, Mengjie Zhang, Yaochu Jin
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Genetic Programming With Multi-Fidelity Surrogates for Large-Scale Dynamic Air Traffic Flow Management IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-12-09 Tong Guo, Yi Mei, Mengjie Zhang, Ruofei Sun, Yanbo Zhu, Wenbo Du
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Multi-Level and Multi-Segment Learning Multitask Optimization via a Niching Method IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-12-05 Zhao-Feng Xue, Zi-Jia Wang, Yi Jiang, Zhi-Hui Zhan, Sam Kwong, Jun Zhang
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IEEE Transactions on Evolutionary Computation Publication Information IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-12-02
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IEEE Transactions on Evolutionary Computation Information for Authors IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-12-02
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IEEE Computational Intelligence Society Information IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-12-02
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TechRxiv: Share Your Preprint Research With the World! IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-12-02
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nLKH-ACS: A Niching Lin-Kernighan-Helsgaun Based Ant Colony System for Multi-Solution Traveling Salesman Problems IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-11-28 Ting Huang, Zhen-Quan Zhang, Yue-Jiao Gong, Jing Liu
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Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-11-27 Xingyu Wu, Sheng-Hao Wu, Jibin Wu, Liang Feng, Kay Chen Tan
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Brain-Inspired Multi-Scale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-11-27 Wenxuan Pan, Feifei Zhao, Guobin Shen, Bing Han, Yi Zeng
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A Sparsity Knowledge Transfer-Based Evolutionary Algorithm for Large-Scale Multitasking Multi-Objective Optimization IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-11-15 Chengming Wu, Ye Tian, Limiao Zhang, Xiaoshu Xiang, Xingyi Zhang
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Transfer-Based Customized Bus Network Design With Holding Control and Heterogeneous Fleet IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-11-14 Yuwei Zhao, Ziyan Feng, Xiang Li
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Multiform Differential Evolution With Elite-Guided Knowledge Transfer for Coal Mine Integrated Energy Systems Constrained Dispatch IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-11-13 Canyun Dai, Xiaoyan Sun, Hejuan Hu, Wei Song, Yong Zhang, Dunwei Gong
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LLaMEA: A Large Language Model Evolutionary Algorithm for Automatically Generating Metaheuristics IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-11-13 Niki van Stein, Thomas Bäck
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A Survey of Multi-objective Evolutionary Algorithm Based on Decomposition: Past and Future IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-11-12 Ke Li
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From Direct to Directional Variable Dependencies – Non-Symmetrical Dependencies Discovery in Real-World and Theoretical Problems IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-11-11 Michal Witold Przewozniczek, Bartosz Frej, Marcin Michal Komarnicki
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Evolutionary Multitasking With Adaptive Knowledge Transfer for Expensive Multiobjective Optimization IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-11-07 Xunfeng Wu, Songbai Liu, Qiuzhen Lin, Kay Chen Tan, Victor C. M. Leung
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A Thompson Sampling-Based Sparse Evolutionary Operator for Sparse Large-Scale Multi-Objective Optimization IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-11-05 Sheng Qi, Rui Wang, Tao Zhang, Weixiong Huang, Feng Qing, Tao Hu, Ling Wang
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DPP-HSS: Towards Fast and Scalable Hypervolume Subset Selection for Many-objective Optimization IEEE T. Evolut. Comput. (IF 11.7) Pub Date : 2024-11-05 Cheng Gong, Yang Nan, Ke Shang, Ping Guo, Hisao Ishibuchi, Qingfu Zhang