IEEE Transactions on Evolutionary Computation

Article	Citations
A Coevolutionary Framework for Constrained Multiobjective Optimization Problems	353
A Survey on the Hypervolume Indicator in Evolutionary Multiobjective Optimization	182
A Kriging-Assisted Two-Archive Evolutionary Algorithm for Expensive Many-Objective Optimization	133
A Survey on Evolutionary Constrained Multiobjective Optimization	133
A Dual-Population-Based Evolutionary Algorithm for Constrained Multiobjective Optimization	127
Surrogate-Assisted Evolutionary Multitask Genetic Programming for Dynamic Flexible Job Shop Scheduling	125
Knee Point-Based Imbalanced Transfer Learning for Dynamic Multiobjective Optimization	124
An Evolutionary Multitasking Optimization Framework for Constrained Multiobjective Optimization Problems	121
Multiobjective Evolutionary Design of Deep Convolutional Neural Networks for Image Classification	117
Multimodal Multiobjective Evolutionary Optimization With Dual Clustering in Decision and Objective Spaces	108
Investigating the Properties of Indicators and an Evolutionary Many-Objective Algorithm Using Promising Regions	105
A Cooperative Memetic Algorithm With Learning-Based Agent for Energy-Aware Distributed Hybrid Flow-Shop Scheduling	104
SAFE: Scale-Adaptive Fitness Evaluation Method for Expensive Optimization Problems	95
An Enhanced Competitive Swarm Optimizer With Strongly Convex Sparse Operator for Large-Scale Multiobjective Optimization	93
Weighted Indicator-Based Evolutionary Algorithm for Multimodal Multiobjective Optimization	92
Evolutionary Multitasking for Feature Selection in High-Dimensional Classification via Particle Swarm Optimization	91
Large-Scale Evolutionary Multiobjective Optimization Assisted by Directed Sampling	90
Dual-Surrogate-Assisted Cooperative Particle Swarm Optimization for Expensive Multimodal Problems	85
A Classifier-Assisted Level-Based Learning Swarm Optimizer for Expensive Optimization	80
A Meta-Knowledge Transfer-Based Differential Evolution for Multitask Optimization	80
A Duplication Analysis-Based Evolutionary Algorithm for Biobjective Feature Selection	79
Adaptive Genetic Algorithm-Aided Neural Network With Channel State Information Tensor Decomposition for Indoor Localization	76
Region Encoding Helps Evolutionary Computation Evolve Faster: A New Solution Encoding Scheme in Particle Swarm for Large-Scale Optimization	73
A Multipopulation Evolutionary Algorithm for Solving Large-Scale Multimodal Multiobjective Optimization Problems	73
Learning Adaptive Differential Evolution Algorithm From Optimization Experiences by Policy Gradient	71

Indicator-Based Evolutionary Algorithm for Solving Constrained Multiobjective Optimization Problems	66
Surrogate-Assisted Autoencoder-Embedded Evolutionary Optimization Algorithm to Solve High-Dimensional Expensive Problems	64
A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades—Part B	64
A Review on Evolutionary Multitask Optimization: Trends and Challenges	63
Solving Multitask Optimization Problems With Adaptive Knowledge Transfer via Anomaly Detection	62
A Survey on Evolutionary Construction of Deep Neural Networks	62
A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades—Part A	61
MO4: A Many-Objective Evolutionary Algorithm for Protein Structure Prediction	61
Evolutionary Game Analysis Among Three Green-Sensitive Parties in Green Supply Chains	61
Evolutionary Multiform Optimization With Two-Stage Bidirectional Knowledge Transfer Strategy for Point Cloud Registration	59
Dynamic Auxiliary Task-Based Evolutionary Multitasking for Constrained Multiobjective Optimization	58
Hierarchy Ranking Method for Multimodal Multiobjective Optimization With Local Pareto Fronts	58
Multiple Penalties and Multiple Local Surrogates for Expensive Constrained Optimization	56
AS-NAS: Adaptive Scalable Neural Architecture Search With Reinforced Evolutionary Algorithm for Deep Learning	56
An Efficient Recursive Differential Grouping for Large-Scale Continuous Problems	54
Landscape-Aware Performance Prediction for Evolutionary Multiobjective Optimization	54
A Learning-Based Memetic Algorithm for Energy-Efficient Flexible Job-Shop Scheduling With Type-2 Fuzzy Processing Time	53
Generating Well-Spaced Points on a Unit Simplex for Evolutionary Many-Objective Optimization	52
Correlation Coefficient-Based Recombinative Guidance for Genetic Programming Hyperheuristics in Dynamic Flexible Job Shop Scheduling	52
A Fast Kriging-Assisted Evolutionary Algorithm Based on Incremental Learning	50
A Grid-Based Inverted Generational Distance for Multi/Many-Objective Optimization	50
Paired Offspring Generation for Constrained Large-Scale Multiobjective Optimization	49
A Greedy Cooperative Co-Evolutionary Algorithm With Problem-Specific Knowledge for Multiobjective Flowshop Group Scheduling Problems	49
Genetic Programming With Image-Related Operators and a Flexible Program Structure for Feature Learning in Image Classification	49
Efficient Evolutionary Search of Attention Convolutional Networks via Sampled Training and Node Inheritance	48
Evolutionary Many-Task Optimization Based on Multisource Knowledge Transfer	47
Knee-Based Decision Making and Visualization in Many-Objective Optimization	47
Regularized Evolutionary Multitask Optimization: Learning to Intertask Transfer in Aligned Subspace	47
Identifying Influential Spreaders in Social Networks Through Discrete Moth-Flame Optimization	46
A Novel Dual-Stage Dual-Population Evolutionary Algorithm for Constrained Multiobjective Optimization	46
Correlation-Guided Updating Strategy for Feature Selection in Classification With Surrogate-Assisted Particle Swarm Optimization	46
Differential Evolution-Based Feature Selection: A Niching-Based Multiobjective Approach	46
A Review of Population-Based Metaheuristics for Large-Scale Black-Box Global Optimization—Part I	46
Evolutionary Neural Architecture Search for High-Dimensional Skip-Connection Structures on DenseNet Style Networks	46
Clustering-Guided Particle Swarm Feature Selection Algorithm for High-Dimensional Imbalanced Data With Missing Values	45
A Unified Framework of Graph-Based Evolutionary Multitasking Hyper-Heuristic	45
A Hybrid Deep Grouping Algorithm for Large Scale Global Optimization	45
Convolutional Neural Networks-Based Lung Nodule Classification: A Surrogate-Assisted Evolutionary Algorithm for Hyperparameter Optimization	44
Multipopulation Ant Colony System With Knowledge-Based Local Searches for Multiobjective Supply Chain Configuration	44
Learnable Evolutionary Search Across Heterogeneous Problems via Kernelized Autoencoding	43
A Survey of Normalization Methods in Multiobjective Evolutionary Algorithms	43
Multiple Classifiers-Assisted Evolutionary Algorithm Based on Decomposition for High-Dimensional Multiobjective Problems	43
Expensive Multiobjective Optimization by Relation Learning and Prediction	43
Objective Space-Based Population Generation to Accelerate Evolutionary Algorithms for Large-Scale Many-Objective Optimization	42
A Surrogate-Assisted Evolutionary Feature Selection Algorithm With Parallel Random Grouping for High-Dimensional Classification	42
Constrained Multiobjective Optimization: Test Problem Construction and Performance Evaluations	42
Multiobjective Multitask Optimization-Neighborhood as a Bridge for Knowledge Transfer	41
Neural Architecture Search as Multiobjective Optimization Benchmarks: Problem Formulation and Performance Assessment	41
Does Preference Always Help? A Holistic Study on Preference-Based Evolutionary Multiobjective Optimization Using Reference Points	40
Two-Stage Double Niched Evolution Strategy for Multimodal Multiobjective Optimization	38

Evolutionary Multitask Optimization With Adaptive Knowledge Transfer	37
Learning to Accelerate Evolutionary Search for Large-Scale Multiobjective Optimization	37
A Multivariation Multifactorial Evolutionary Algorithm for Large-Scale Multiobjective Optimization	37
Real-Time Federated Evolutionary Neural Architecture Search	37
Learning-Aided Evolution for Optimization	36
A Review of Population-Based Metaheuristics for Large-Scale Black-Box Global Optimization—Part II	36
SFE: A Simple, Fast, and Efficient Feature Selection Algorithm for High-Dimensional Data	35
An Ensemble Surrogate-Based Framework for Expensive Multiobjective Evolutionary Optimization	35
A General Dichotomy of Evolutionary Algorithms on Monotone Functions	35
Sharp Bounds for Genetic Drift in Estimation of Distribution Algorithms	35
PSO-X: A Component-Based Framework for the Automatic Design of Particle Swarm Optimization Algorithms	34
Explainable Artificial Intelligence by Genetic Programming: A Survey	34
A Voting-Mechanism-Based Ensemble Framework for Constraint Handling Techniques	34
A Fuzzy Decision Variables Framework for Large-Scale Multiobjective Optimization	34
A Novel Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms	33
Neural Architecture Search Based on a Multi-Objective Evolutionary Algorithm With Probability Stack	33
A Variable Granularity Search-Based Multiobjective Feature Selection Algorithm for High-Dimensional Data Classification	33
A Multiobjective Evolutionary Algorithm for Finding Knee Regions Using Two Localized Dominance Relationships	32
A New Many-Objective Evolutionary Algorithm Based on Determinantal Point Processes	32
Orthogonal Transfer for Multitask Optimization	31
Expensive Multiobjective Evolutionary Optimization Assisted by Dominance Prediction	31
A Knowledge Guided Transfer Strategy for Evolutionary Dynamic Multiobjective Optimization	31
Self-Adjusting Multitask Particle Swarm Optimization	31
From Prediction to Prescription: Evolutionary Optimization of Nonpharmaceutical Interventions in the COVID-19 Pandemic	30
A Review on Convolutional Neural Network Encodings for Neuroevolution	30
An Approximated Gradient Sign Method Using Differential Evolution for Black-Box Adversarial Attack	30
Significance-Based Estimation-of-Distribution Algorithms	29
A Survey on Knee-Oriented Multiobjective Evolutionary Optimization	29
A Computationally Efficient Evolutionary Algorithm for Multiobjective Network Robustness Optimization	29
Survey on Genetic Programming and Machine Learning Techniques for Heuristic Design in Job Shop Scheduling	29
Surrogate Sample-Assisted Particle Swarm Optimization for Feature Selection on High-Dimensional Data	29
Few-Shots Parallel Algorithm Portfolio Construction via Co-Evolution	29
An Online Prediction Approach Based on Incremental Support Vector Machine for Dynamic Multiobjective Optimization	28
Enhanced Constraint Handling for Reliability-Constrained Multiobjective Testing Resource Allocation	28
Evolutionary Machine Learning With Minions: A Case Study in Feature Selection	28
A Framework for Scalable Bilevel Optimization: Identifying and Utilizing the Interactions Between Upper-Level and Lower-Level Variables	28
Evolving Deep Convolutional Variational Autoencoders for Image Classification	28
A Comprehensive Survey on Program Synthesis With Evolutionary Algorithms	27
Adaptive Multifactorial Evolutionary Optimization for Multitask Reinforcement Learning	27
Empirical Linkage Learning	27
Gene Targeting Differential Evolution: A Simple and Efficient Method for Large-Scale Optimization	27
A Survey on Evolutionary Multiobjective Feature Selection in Classification: Approaches, Applications, and Challenges	27
Genetic Programming With Niching for Uncertain Capacitated Arc Routing Problem	27
Confidence-Based Ant Colony Optimization for Capacitated Electric Vehicle Routing Problem With Comparison of Different Encoding Schemes	26
Evolutionary Multitasking for Large-Scale Multiobjective Optimization	26
Variable Population Memetic Search: A Case Study on the Critical Node Problem	26
Distributed and Expensive Evolutionary Constrained Optimization With On-Demand Evaluation	25
Distributed Co-Evolutionary Memetic Algorithm for Distributed Hybrid Differentiation Flowshop Scheduling Problem	25
A Competitive and Cooperative Swarm Optimizer for Constrained Multiobjective Optimization Problems	25
A Stochastic Simulation Optimization-Based Range Gate Pull-Off Jamming Method	25
Partial Evaluation Strategies for Expensive Evolutionary Constrained Optimization	25
A Correlation-Guided Layered Prediction Approach for Evolutionary Dynamic Multiobjective Optimization	25
Evolutionary Competitive Multitasking Optimization	24
CDE-GAN: Cooperative Dual Evolution-Based Generative Adversarial Network	24
A First Runtime Analysis of the NSGA-II on a Multimodal Problem	24
Realistic Constrained Multiobjective Optimization Benchmark Problems From Design	23
Dynamic Transfer Reference Point-Oriented MOEA/D Involving Local Objective-Space Knowledge	23
Task Allocation on Layered Multiagent Systems: When Evolutionary Many-Objective Optimization Meets Deep Q-Learning	23
Multiple Populations for Multiple Objectives Framework With Bias Sorting for Many-Objective Optimization	23
Merged Differential Grouping for Large-Scale Global Optimization	23
On the Effect of the Cooperation of Indicator-Based Multiobjective Evolutionary Algorithms	23
A Diversity-Enhanced Subset Selection Framework for Multimodal Multiobjective Optimization	23
A Bi-Objective Knowledge Transfer Framework for Evolutionary Many-Task Optimization	23
Evolutionary Search With Multiview Prediction for Dynamic Multiobjective Optimization	22
Surrogate-Assisted Differential Evolution With Adaptive Multisubspace Search for Large-Scale Expensive Optimization	22
Two-Stage Evolutionary Neural Architecture Search for Transfer Learning	22
A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends	22
A Survey on Learnable Evolutionary Algorithms for Scalable Multiobjective Optimization	22
Evolutionary Deep Fusion Method and its Application in Chemical Structure Recognition	21
A Divide-and-Conquer Genetic Programming Algorithm With Ensembles for Image Classification	21
Evolutionary Large-Scale Multiobjective Optimization: Benchmarks and Algorithms	21
Binary Relation Learning and Classifying for Preselection in Evolutionary Algorithms	20
Offline and Online Objective Reduction via Gaussian Mixture Model Clustering	20
Automated Design of Metaheuristics Using Reinforcement Learning Within a Novel General Search Framework	20
Evolutionary Search for Complete Neural Network Architectures With Partial Weight Sharing	20
Evolutionary Sampling Agent for Expensive Problems	20
An Evolutionary Forest for Regression	20
Learning Optimality Theory for Accuracy-Based Learning Classifier Systems	20
Elite Archive-Assisted Adaptive Memetic Algorithm for a Realistic Hybrid Differentiation Flowshop Scheduling Problem	20
Evolutionary Optimization of COVID-19 Vaccine Distribution With Evolutionary Demands	20

A Performance Indicator-Based Infill Criterion for Expensive Multi-/Many-Objective Optimization	20
A Multiobjective Multitask Optimization Algorithm Using Transfer Rank	19
Transfer Learning-Based Parallel Evolutionary Algorithm Framework for Bilevel Optimization	19
An Evolutionary Multitasking Algorithm With Multiple Filtering for High-Dimensional Feature Selection	19
Multiobjective Differential Evolution With Speciation for Constrained Multimodal Multiobjective Optimization	19
A Multitask Bee Colony Band Selection Algorithm With Variable-Size Clustering for Hyperspectral Images	18
A Learning-Based Multipopulation Evolutionary Optimization for Flexible Job Shop Scheduling Problem With Finite Transportation Resources	18
A Scalable Many-Objective Pathfinding Benchmark Suite	18
A Multistage Algorithm for Solving Multiobjective Optimization Problems With Multiconstraints	18
A Large-Scale Combinatorial Many-Objective Evolutionary Algorithm for Intensity-Modulated Radiotherapy Planning	18
Task Relatedness-Based Multitask Genetic Programming for Dynamic Flexible Job Shop Scheduling	18
Reducing Negative Transfer Learning via Clustering for Dynamic Multiobjective Optimization	18
Fast Greedy Subset Selection From Large Candidate Solution Sets in Evolutionary Multiobjective Optimization	18
Particle Swarm Optimization for Compact Neural Architecture Search for Image Classification	17
Learning and Sharing: A Multitask Genetic Programming Approach to Image Feature Learning	17
Hybridization of Evolutionary Algorithm and Deep Reinforcement Learning for Multiobjective Orienteering Optimization	17
Ensemble of Dynamic Resource Allocation Strategies for Decomposition-Based Multiobjective Optimization	17
Enhanced Innovized Progress Operator for Evolutionary Multi- and Many-Objective Optimization	17
Multitask Shape Optimization Using a 3-D Point Cloud Autoencoder as Unified Representation	17
Black-Box Optimization Revisited: Improving Algorithm Selection Wizards Through Massive Benchmarking	17
Automating Genetic Algorithm Mutations for Molecules Using a Masked Language Model	16
Large-Scale Multiobjective Optimization via Reformulated Decision Variable Analysis	16
Dual-Tree Genetic Programming for Few-Shot Image Classification	16
Random Contrastive Interaction for Particle Swarm Optimization in High-Dimensional Environment	16
Parallel Black-Box Complexity With Tail Bounds	16
Frames-of-Reference-Based Learning: Overcoming Perceptual Aliasing in Multistep Decision-Making Tasks	16
CoEA: A Cooperative–Competitive Evolutionary Algorithm for Bidirectional Recommendations	15
Population Diversity of Nonelitist Evolutionary Algorithms in the Exploration Phase	15
Region Purity-Based Local Feature Selection: A Multiobjective Perspective	15
Unsupervised Behavior Discovery With Quality-Diversity Optimization	15
Process Knowledge-Guided Autonomous Evolutionary Optimization for Constrained Multiobjective Problems	15
A Genetic Algorithm (GA) and Swarm-Based Binary Decision Diagram (BDD) Reordering Optimizer Reinforced With Recent Operators	15
Interaction-Based Prediction for Dynamic Multiobjective Optimization	15
Cooperative Coevolution With Knowledge-Based Dynamic Variable Decomposition for Bilevel Multiobjective Optimization	15
Knowledge Learning for Evolutionary Computation	14
Solving the Single-Row Facility Layout Problem by K-Medoids Memetic Permutation Group	14
BenchENAS: A Benchmarking Platform for Evolutionary Neural Architecture Search	14
A Visualizable Test Problem Generator for Many-Objective Optimization	14
Feature Extraction for Recommendation of Constrained Multiobjective Evolutionary Algorithms	14
Surrogate-Assisted Differential Evolution With Region Division for Expensive Optimization Problems With Discontinuous Responses	14