IEEE Transactions on Evolutionary Computation

Article	Citations
A Coevolutionary Framework for Constrained Multiobjective Optimization Problems	253
Variable-Size Cooperative Coevolutionary Particle Swarm Optimization for Feature Selection on High-Dimensional Data	215
A Survey on the Hypervolume Indicator in Evolutionary Multiobjective Optimization	144
Boosting Data-Driven Evolutionary Algorithm With Localized Data Generation	113
A Constrained Multiobjective Evolutionary Algorithm With Detect-and-Escape Strategy	108
A Survey of Weight Vector Adjustment Methods for Decomposition-Based Multiobjective Evolutionary Algorithms	108
Surrogate-Assisted Evolutionary Multitask Genetic Programming for Dynamic Flexible Job Shop Scheduling	106
Knee Point-Based Imbalanced Transfer Learning for Dynamic Multiobjective Optimization	103
A Kriging-Assisted Two-Archive Evolutionary Algorithm for Expensive Many-Objective Optimization	101
Novel Interactive Preference-Based Multiobjective Evolutionary Optimization for Bolt Supporting Networks	98
Distributed Individuals for Multiple Peaks: A Novel Differential Evolution for Multimodal Optimization Problems	97
Multiobjective Evolutionary Design of Deep Convolutional Neural Networks for Image Classification	93
Investigating the Properties of Indicators and an Evolutionary Many-Objective Algorithm Using Promising Regions	92
SAFE: Scale-Adaptive Fitness Evaluation Method for Expensive Optimization Problems	87
Multimodal Multiobjective Evolutionary Optimization With Dual Clustering in Decision and Objective Spaces	86
A Dual-Population-Based Evolutionary Algorithm for Constrained Multiobjective Optimization	84
A New Hypervolume-Based Evolutionary Algorithm for Many-Objective Optimization	78
An Enhanced Competitive Swarm Optimizer With Strongly Convex Sparse Operator for Large-Scale Multiobjective Optimization	77
Large-Scale Evolutionary Multiobjective Optimization Assisted by Directed Sampling	76
Dual-Surrogate-Assisted Cooperative Particle Swarm Optimization for Expensive Multimodal Problems	75
A Survey on Evolutionary Constrained Multiobjective Optimization	75
An Evolutionary Multitasking Optimization Framework for Constrained Multiobjective Optimization Problems	73
A Classifier-Assisted Level-Based Learning Swarm Optimizer for Expensive Optimization	72
Weighted Indicator-Based Evolutionary Algorithm for Multimodal Multiobjective Optimization	70
Region Encoding Helps Evolutionary Computation Evolve Faster: A New Solution Encoding Scheme in Particle Swarm for Large-Scale Optimization	66

A Multipopulation Evolutionary Algorithm for Solving Large-Scale Multimodal Multiobjective Optimization Problems	66
A Novel Evolutionary Algorithm for Dynamic Constrained Multiobjective Optimization Problems	65
Adaptive Genetic Algorithm-Aided Neural Network With Channel State Information Tensor Decomposition for Indoor Localization	65
A Cooperative Memetic Algorithm With Learning-Based Agent for Energy-Aware Distributed Hybrid Flow-Shop Scheduling	65
A Duplication Analysis-Based Evolutionary Algorithm for Biobjective Feature Selection	64
Evolutionary Large-Scale Multiobjective Optimization for Ratio Error Estimation of Voltage Transformers	60
Evolutionary Multitasking for Feature Selection in High-Dimensional Classification via Particle Swarm Optimization	59
Multiobjective Multitasking Optimization Based on Incremental Learning	58
A Meta-Knowledge Transfer-Based Differential Evolution for Multitask Optimization	55
Learning Adaptive Differential Evolution Algorithm From Optimization Experiences by Policy Gradient	54
MO4: A Many-Objective Evolutionary Algorithm for Protein Structure Prediction	53
Evolutionary Game Analysis Among Three Green-Sensitive Parties in Green Supply Chains	53
Multiobjective Evolution Strategy for Dynamic Multiobjective Optimization	51
Surrogate-Assisted Autoencoder-Embedded Evolutionary Optimization Algorithm to Solve High-Dimensional Expensive Problems	50
Indicator-Based Evolutionary Algorithm for Solving Constrained Multiobjective Optimization Problems	49
A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades—Part B	49
A Framework to Handle Multimodal Multiobjective Optimization in Decomposition-Based Evolutionary Algorithms	48
A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades—Part A	47
AS-NAS: Adaptive Scalable Neural Architecture Search With Reinforced Evolutionary Algorithm for Deep Learning	47
Solving Multitask Optimization Problems With Adaptive Knowledge Transfer via Anomaly Detection	46
A Review on Evolutionary Multitask Optimization: Trends and Challenges	46
Correlation Coefficient-Based Recombinative Guidance for Genetic Programming Hyperheuristics in Dynamic Flexible Job Shop Scheduling	46
Genetic Programming With Image-Related Operators and a Flexible Program Structure for Feature Learning in Image Classification	46
An Efficient Recursive Differential Grouping for Large-Scale Continuous Problems	46
A Grid-Based Inverted Generational Distance for Multi/Many-Objective Optimization	46
A Multifactorial Evolutionary Algorithm for Multitasking Under Interval Uncertainties	45
Knee-Based Decision Making and Visualization in Many-Objective Optimization	44
Evolutionary Multiobjective Optimization With Robustness Enhancement	44
Evolutionary Neural Architecture Search for High-Dimensional Skip-Connection Structures on DenseNet Style Networks	43
A Hybrid Deep Grouping Algorithm for Large Scale Global Optimization	43
A Survey on Evolutionary Construction of Deep Neural Networks	43
Multiple Penalties and Multiple Local Surrogates for Expensive Constrained Optimization	42
Landscape-Aware Performance Prediction for Evolutionary Multiobjective Optimization	42
A Data-Driven Parallel Scheduling Approach for Multiple Agile Earth Observation Satellites	42
Hierarchy Ranking Method for Multimodal Multiobjective Optimization With Local Pareto Fronts	41
Regularized Evolutionary Multitask Optimization: Learning to Intertask Transfer in Aligned Subspace	41
Generating Well-Spaced Points on a Unit Simplex for Evolutionary Many-Objective Optimization	40
Efficient Evolutionary Search of Attention Convolutional Networks via Sampled Training and Node Inheritance	40
Identifying Influential Spreaders in Social Networks Through Discrete Moth-Flame Optimization	40
Convolutional Neural Networks-Based Lung Nodule Classification: A Surrogate-Assisted Evolutionary Algorithm for Hyperparameter Optimization	39
A Unified Framework of Graph-Based Evolutionary Multitasking Hyper-Heuristic	39
A Fast Kriging-Assisted Evolutionary Algorithm Based on Incremental Learning	38
Paired Offspring Generation for Constrained Large-Scale Multiobjective Optimization	38
Objective Space-Based Population Generation to Accelerate Evolutionary Algorithms for Large-Scale Many-Objective Optimization	37
Evolutionary Multiform Optimization With Two-Stage Bidirectional Knowledge Transfer Strategy for Point Cloud Registration	36
Clustering-Guided Particle Swarm Feature Selection Algorithm for High-Dimensional Imbalanced Data With Missing Values	36
Evolutionary Many-Task Optimization Based on Multisource Knowledge Transfer	36
Multipopulation Ant Colony System With Knowledge-Based Local Searches for Multiobjective Supply Chain Configuration	36
A Greedy Cooperative Co-Evolutionary Algorithm With Problem-Specific Knowledge for Multiobjective Flowshop Group Scheduling Problems	35
Does Preference Always Help? A Holistic Study on Preference-Based Evolutionary Multiobjective Optimization Using Reference Points	35

Learnable Evolutionary Search Across Heterogeneous Problems via Kernelized Autoencoding	34
A Survey of Normalization Methods in Multiobjective Evolutionary Algorithms	34
A Review of Population-Based Metaheuristics for Large-Scale Black-Box Global Optimization—Part I	33
Surrogate-Assisted Robust Optimization of Large-Scale Networks Based on Graph Embedding	33
Dynamic Auxiliary Task-Based Evolutionary Multitasking for Constrained Multiobjective Optimization	33
Two-Stage Double Niched Evolution Strategy for Multimodal Multiobjective Optimization	32
A Learning-Based Memetic Algorithm for Energy-Efficient Flexible Job-Shop Scheduling With Type-2 Fuzzy Processing Time	31
A General Dichotomy of Evolutionary Algorithms on Monotone Functions	30
Evolutionary Multitask Optimization With Adaptive Knowledge Transfer	30
From Prediction to Prescription: Evolutionary Optimization of Nonpharmaceutical Interventions in the COVID-19 Pandemic	29
Constrained Multiobjective Optimization: Test Problem Construction and Performance Evaluations	29
A Multiobjective Evolutionary Algorithm for Finding Knee Regions Using Two Localized Dominance Relationships	29
A New Many-Objective Evolutionary Algorithm Based on Determinantal Point Processes	29
A Voting-Mechanism-Based Ensemble Framework for Constraint Handling Techniques	28
Distributed Pareto Optimization for Large-Scale Noisy Subset Selection	28
Multiple Classifiers-Assisted Evolutionary Algorithm Based on Decomposition for High-Dimensional Multiobjective Problems	28
Correlation-Guided Updating Strategy for Feature Selection in Classification With Surrogate-Assisted Particle Swarm Optimization	28
Differential Evolution-Based Feature Selection: A Niching-Based Multiobjective Approach	27
A Novel Dual-Stage Dual-Population Evolutionary Algorithm for Constrained Multiobjective Optimization	27
Multiobjective Multitask Optimization-Neighborhood as a Bridge for Knowledge Transfer	27
Limit-Cycle-Based Mutant Multiobjective Pigeon-Inspired Optimization	27
Approximating Complex Pareto Fronts With Predefined Normal-Boundary Intersection Directions	26
A Review on Convolutional Neural Network Encodings for Neuroevolution	26
PSO-X: A Component-Based Framework for the Automatic Design of Particle Swarm Optimization Algorithms	26
Sharp Bounds for Genetic Drift in Estimation of Distribution Algorithms	26
An Analysis of Quality Indicators Using Approximated Optimal Distributions in a 3-D Objective Space	26
Expensive Multiobjective Optimization by Relation Learning and Prediction	26
A Surrogate-Assisted Evolutionary Feature Selection Algorithm With Parallel Random Grouping for High-Dimensional Classification	25
Significance-Based Estimation-of-Distribution Algorithms	25
Real-Time Federated Evolutionary Neural Architecture Search	25
Expensive Multiobjective Evolutionary Optimization Assisted by Dominance Prediction	24
An Ensemble Surrogate-Based Framework for Expensive Multiobjective Evolutionary Optimization	24
A Review of Population-Based Metaheuristics for Large-Scale Black-Box Global Optimization—Part II	24
Empirical Linkage Learning	24
A Novel Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms	24
A Computationally Efficient Evolutionary Algorithm for Multiobjective Network Robustness Optimization	24
Variable Population Memetic Search: A Case Study on the Critical Node Problem	23
A Multivariation Multifactorial Evolutionary Algorithm for Large-Scale Multiobjective Optimization	23
Few-Shots Parallel Algorithm Portfolio Construction via Co-Evolution	23
An Online Prediction Approach Based on Incremental Support Vector Machine for Dynamic Multiobjective Optimization	22
A Comprehensive Survey on Program Synthesis With Evolutionary Algorithms	22
A Framework for Scalable Bilevel Optimization: Identifying and Utilizing the Interactions Between Upper-Level and Lower-Level Variables	22
Task Allocation on Layered Multiagent Systems: When Evolutionary Many-Objective Optimization Meets Deep Q-Learning	22
Self-Adjusting Multitask Particle Swarm Optimization	22
Neural Architecture Search as Multiobjective Optimization Benchmarks: Problem Formulation and Performance Assessment	22
Orthogonal Transfer for Multitask Optimization	22
Partial Evaluation Strategies for Expensive Evolutionary Constrained Optimization	22
Dynamic Transfer Reference Point-Oriented MOEA/D Involving Local Objective-Space Knowledge	22
Self-Adaptation in Nonelitist Evolutionary Algorithms on Discrete Problems With Unknown Structure	22
A Correlation-Guided Layered Prediction Approach for Evolutionary Dynamic Multiobjective Optimization	21
Realistic Constrained Multiobjective Optimization Benchmark Problems From Design	21
A Stochastic Simulation Optimization-Based Range Gate Pull-Off Jamming Method	21
Learning to Accelerate Evolutionary Search for Large-Scale Multiobjective Optimization	21
Evolutionary Black-Box Topology Optimization: Challenges and Promises	21
Adaptive Multifactorial Evolutionary Optimization for Multitask Reinforcement Learning	21
Genetic Programming With Niching for Uncertain Capacitated Arc Routing Problem	21
Distributed Co-Evolutionary Memetic Algorithm for Distributed Hybrid Differentiation Flowshop Scheduling Problem	21
Distributed and Expensive Evolutionary Constrained Optimization With On-Demand Evaluation	20
Evolutionary Competitive Multitasking Optimization	20
An Approximated Gradient Sign Method Using Differential Evolution for Black-Box Adversarial Attack	20
Enhanced Constraint Handling for Reliability-Constrained Multiobjective Testing Resource Allocation	20
Evolutionary Machine Learning With Minions: A Case Study in Feature Selection	20
A Survey on Knee-Oriented Multiobjective Evolutionary Optimization	20
Learning-Aided Evolution for Optimization	19
Evolving Deep Convolutional Variational Autoencoders for Image Classification	19
Evolutionary Search With Multiview Prediction for Dynamic Multiobjective Optimization	19
A Diversity-Enhanced Subset Selection Framework for Multimodal Multiobjective Optimization	19
Explainable Artificial Intelligence by Genetic Programming: A Survey	19
Neural Architecture Search Based on a Multi-Objective Evolutionary Algorithm With Probability Stack	19
On the Effect of the Cooperation of Indicator-Based Multiobjective Evolutionary Algorithms	19
A Variable Granularity Search-Based Multiobjective Feature Selection Algorithm for High-Dimensional Data Classification	18
A Divide-and-Conquer Genetic Programming Algorithm With Ensembles for Image Classification	18
Learning Optimality Theory for Accuracy-Based Learning Classifier Systems	18
A Fuzzy Decision Variables Framework for Large-Scale Multiobjective Optimization	18
Elite Archive-Assisted Adaptive Memetic Algorithm for a Realistic Hybrid Differentiation Flowshop Scheduling Problem	17
Binary Relation Learning and Classifying for Preselection in Evolutionary Algorithms	17
Surrogate Sample-Assisted Particle Swarm Optimization for Feature Selection on High-Dimensional Data	16
CDE-GAN: Cooperative Dual Evolution-Based Generative Adversarial Network	16
Confidence-Based Ant Colony Optimization for Capacitated Electric Vehicle Routing Problem With Comparison of Different Encoding Schemes	16
Evolutionary Deep Fusion Method and its Application in Chemical Structure Recognition	16

A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends	16
Gene Targeting Differential Evolution: A Simple and Efficient Method for Large-Scale Optimization	15
A Multitask Bee Colony Band Selection Algorithm With Variable-Size Clustering for Hyperspectral Images	15
A Knowledge Guided Transfer Strategy for Evolutionary Dynamic Multiobjective Optimization	15
Merged Differential Grouping for Large-Scale Global Optimization	15
Ensemble of Dynamic Resource Allocation Strategies for Decomposition-Based Multiobjective Optimization	15
Random Contrastive Interaction for Particle Swarm Optimization in High-Dimensional Environment	15
A Bi-Objective Knowledge Transfer Framework for Evolutionary Many-Task Optimization	15
Two-Stage Evolutionary Neural Architecture Search for Transfer Learning	15
Dual-Tree Genetic Programming for Few-Shot Image Classification	15
Evolutionary Large-Scale Multiobjective Optimization: Benchmarks and Algorithms	15
Population Diversity of Nonelitist Evolutionary Algorithms in the Exploration Phase	14
Runtime Analysis of Crowding Mechanisms for Multimodal Optimization	14
An Evolutionary Forest for Regression	14
Survey on Genetic Programming and Machine Learning Techniques for Heuristic Design in Job Shop Scheduling	14
Parallel Black-Box Complexity With Tail Bounds	14
A Multiobjective Multitask Optimization Algorithm Using Transfer Rank	14
SFE: A Simple, Fast, and Efficient Feature Selection Algorithm for High-Dimensional Data	14
A Scalable Many-Objective Pathfinding Benchmark Suite	14
Learning and Sharing: A Multitask Genetic Programming Approach to Image Feature Learning	14
Multitask Shape Optimization Using a 3-D Point Cloud Autoencoder as Unified Representation	14
Offline and Online Objective Reduction via Gaussian Mixture Model Clustering	14
Automating Genetic Algorithm Mutations for Molecules Using a Masked Language Model	14
A Competitive and Cooperative Swarm Optimizer for Constrained Multiobjective Optimization Problems	13
Enhanced Innovized Progress Operator for Evolutionary Multi- and Many-Objective Optimization	13
Evolutionary Search for Complete Neural Network Architectures With Partial Weight Sharing	13
Evolutionary Multitasking for Large-Scale Multiobjective Optimization	13
Combining Simple and Adaptive Monte Carlo Methods for Approximating Hypervolume	13
Reducing Negative Transfer Learning via Clustering for Dynamic Multiobjective Optimization	13
MUMI: Multitask Module Identification for Biological Networks	13
Fast Greedy Subset Selection From Large Candidate Solution Sets in Evolutionary Multiobjective Optimization	13