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 Survey on Evolutionary Constrained Multiobjective Optimization	133
A Kriging-Assisted Two-Archive Evolutionary Algorithm for Expensive Many-Objective 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 Meta-Knowledge Transfer-Based Differential Evolution for Multitask Optimization	80
A Classifier-Assisted Level-Based Learning Swarm Optimizer for Expensive 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
A Survey on Evolutionary Construction of Deep Neural Networks	62
Solving Multitask Optimization Problems With Adaptive Knowledge Transfer via Anomaly Detection	62
Evolutionary Game Analysis Among Three Green-Sensitive Parties in Green Supply Chains	61
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 Multiform Optimization With Two-Stage Bidirectional Knowledge Transfer Strategy for Point Cloud Registration	59
Hierarchy Ranking Method for Multimodal Multiobjective Optimization With Local Pareto Fronts	58
Dynamic Auxiliary Task-Based Evolutionary Multitasking for Constrained Multiobjective Optimization	58
AS-NAS: Adaptive Scalable Neural Architecture Search With Reinforced Evolutionary Algorithm for Deep Learning	56
Multiple Penalties and Multiple Local Surrogates for Expensive Constrained Optimization	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 Grid-Based Inverted Generational Distance for Multi/Many-Objective Optimization	50
A Fast Kriging-Assisted Evolutionary Algorithm Based on Incremental Learning	50
Genetic Programming With Image-Related Operators and a Flexible Program Structure for Feature Learning in Image Classification	49
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
Efficient Evolutionary Search of Attention Convolutional Networks via Sampled Training and Node Inheritance	48
Regularized Evolutionary Multitask Optimization: Learning to Intertask Transfer in Aligned Subspace	47
Evolutionary Many-Task Optimization Based on Multisource Knowledge Transfer	47
Knee-Based Decision Making and Visualization in Many-Objective Optimization	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
A Hybrid Deep Grouping Algorithm for Large Scale Global Optimization	45
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
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
Multiple Classifiers-Assisted Evolutionary Algorithm Based on Decomposition for High-Dimensional Multiobjective Problems	43
Expensive Multiobjective Optimization by Relation Learning and Prediction	43
Learnable Evolutionary Search Across Heterogeneous Problems via Kernelized Autoencoding	43
A Survey of Normalization Methods in Multiobjective Evolutionary Algorithms	43
Constrained Multiobjective Optimization: Test Problem Construction and Performance Evaluations	42
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
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

Real-Time Federated Evolutionary Neural Architecture Search	37
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
A Review of Population-Based Metaheuristics for Large-Scale Black-Box Global Optimization—Part II	36
Learning-Aided Evolution for Optimization	36
Sharp Bounds for Genetic Drift in Estimation of Distribution Algorithms	35
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
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 Variable Granularity Search-Based Multiobjective Feature Selection Algorithm for High-Dimensional Data Classification	33
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 New Many-Objective Evolutionary Algorithm Based on Determinantal Point Processes	32
A Multiobjective Evolutionary Algorithm for Finding Knee Regions Using Two Localized Dominance Relationships	32
A Knowledge Guided Transfer Strategy for Evolutionary Dynamic Multiobjective Optimization	31
Self-Adjusting Multitask Particle Swarm Optimization	31
Orthogonal Transfer for Multitask Optimization	31
Expensive Multiobjective Evolutionary Optimization Assisted by Dominance Prediction	31
A Review on Convolutional Neural Network Encodings for Neuroevolution	30
An Approximated Gradient Sign Method Using Differential Evolution for Black-Box Adversarial Attack	30
From Prediction to Prescription: Evolutionary Optimization of Nonpharmaceutical Interventions in the COVID-19 Pandemic	30
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
Significance-Based Estimation-of-Distribution Algorithms	29
A Survey on Knee-Oriented Multiobjective Evolutionary Optimization	29
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
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
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
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
Variable Population Memetic Search: A Case Study on the Critical Node Problem	26
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
Partial Evaluation Strategies for Expensive Evolutionary Constrained Optimization	25
A Correlation-Guided Layered Prediction Approach for Evolutionary Dynamic Multiobjective Optimization	25
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
CDE-GAN: Cooperative Dual Evolution-Based Generative Adversarial Network	24
A First Runtime Analysis of the NSGA-II on a Multimodal Problem	24
Evolutionary Competitive Multitasking Optimization	24
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
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
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 Search With Multiview Prediction for Dynamic Multiobjective Optimization	22
Evolutionary Large-Scale Multiobjective Optimization: Benchmarks and Algorithms	21
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
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
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
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 Multiobjective Multitask Optimization Algorithm Using Transfer Rank	19
Transfer Learning-Based Parallel Evolutionary Algorithm Framework for Bilevel Optimization	19
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
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
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
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
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
Automating Genetic Algorithm Mutations for Molecules Using a Masked Language Model	16
Large-Scale Multiobjective Optimization via Reformulated Decision Variable Analysis	16
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
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
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
Knowledge Learning for Evolutionary Computation	14
Solving the Single-Row Facility Layout Problem by K-Medoids Memetic Permutation Group	14
SR-Forest: A Genetic Programming-Based Heterogeneous Ensemble Learning Method	13
Instance-Rotation-Based Surrogate in Genetic Programming With Brood Recombination for Dynamic Job-Shop Scheduling	13
QED: Using Quality-Environment-Diversity to Evolve Resilient Robot Swarms	13
Solution of Large-Scale Many-Objective Optimization Problems Based on Dimension Reduction and Solving Knowledge-Guided Evolutionary Algorithm	13
Constrained Multiobjective Optimization via Multitasking and Knowledge Transfer	13
Anytime Performance Assessment in Blackbox Optimization Benchmarking	13
Multitree Genetic Programming With New Operators for Transfer Learning in Symbolic Regression With Incomplete Data	13
Evolutionary Multitasking for Optimization Based on Generative Strategies	13
Recombinator-k-Means: An Evolutionary Algorithm That Exploits k-Means++ for Recombination	13
Obfuscating Community Structure in Complex Network With Evolutionary Divide-and-Conquer Strategy	13
Investigating the Correlation Amongst the Objective and Constraints in Gaussian Process-Assisted Highly Constrained Expensive Optimization	13
Robust Multimodal Representation Learning With Evolutionary Adversarial Attention Networks	13
Region-Focused Memetic Algorithms With Smart Initialization for Real-World Large-Scale Waste Collection Problems	12
Accurate Multiobjective Low-Rank and Sparse Model for Hyperspectral Image Denoising Method	12
Solving Multiobjective Feature Selection Problems in Classification via Problem Reformulation and Duplication Handling	12
Pareto-Wise Ranking Classifier for Multiobjective Evolutionary Neural Architecture Search	12
Automated Configuration of Genetic Algorithms by Tuning for Anytime Performance	12
Evolutionary Sequential Transfer Optimization for Objective-Heterogeneous Problems	12
Fast Immune System-Inspired Hypermutation Operators for Combinatorial Optimization	12
A Constrained Competitive Swarm Optimizer With an SVM-Based Surrogate Model for Feature Selection	12
Multisource Neighborhood Immune Detector Adaptive Model for Anomaly Detection	12
An Evolutionary Multiobjective Framework for Complex Network Reconstruction Using Community Structure	12
A Multi-Objective Genetic Programming Algorithm With α Dominance and Archive for Uncertain Capacitated Arc Routing Problem	12
Batched Data-Driven Evolutionary Multiobjective Optimization Based on Manifold Interpolation	12
Adaptive Multilevel Prediction Method for Dynamic Multimodal Optimization	12
Analysis of Evolutionary Algorithms on Fitness Function With Time-Linkage Property	11
Ensemble of Domain Adaptation-Based Knowledge Transfer for Evolutionary Multitasking	11
Benchmarking Feature-Based Algorithm Selection Systems for Black-Box Numerical Optimization	11
Solving Mixed Pareto-Lexicographic Multiobjective Optimization Problems: The Case of Priority Levels	11
BIAS: A Toolbox for Benchmarking Structural Bias in the Continuous Domain	11
MMES: Mixture Model-Based Evolution Strategy for Large-Scale Optimization	11
Genetic Programming With Knowledge Transfer and Guided Search for Uncertain Capacitated Arc Routing Problem	11
Mitigating Unfairness via Evolutionary Multiobjective Ensemble Learning	11
An Efficient Adaptive Differential Grouping Algorithm for Large-Scale Black-Box Optimization	11
Autoencoding With a Classifier System	11
Preserving Population Diversity Based on Transformed Semantics in Genetic Programming for Symbolic Regression	11
Genetic Programming for Image Classification: A New Program Representation With Flexible Feature Reuse	11
Surrogate-Assisted Evolutionary Q-Learning for Black-Box Dynamic Time-Linkage Optimization Problems	11
Interindividual Correlation and Dimension-Based Dual Learning for Dynamic Multiobjective Optimization	11
A Multipopulation Evolutionary Algorithm Using New Cooperative Mechanism for Solving Multiobjective Problems With Multiconstraint	11
Static and Dynamic Multimodal Optimization by Improved Covariance Matrix Self-Adaptation Evolution Strategy With Repelling Subpopulations	11
Community Detection in Multiplex Networks Based on Evolutionary Multitask Optimization and Evolutionary Clustering Ensemble	10
An Expensive Many-Objective Optimization Algorithm Based on Efficient Expected Hypervolume Improvement	10
Memristor Parallel Computing for a Matrix-Friendly Genetic Algorithm	10
Characterizing Genetic Programming Error Through Extended Bias and Variance Decomposition	10
PRE-NAS: Evolutionary Neural Architecture Search With Predictor	10
Improved Evolutionary Operators for Sparse Large-Scale Multiobjective Optimization Problems	10
Empirical Comparison of Search Heuristics for Genetic Improvement of Software	10
A Localized High-Fidelity-Dominance-Based Many-Objective Evolutionary Algorithm	10
Solution Transfer in Evolutionary Optimization: An Empirical Study on Sequential Transfer	10
EDA++: Estimation of Distribution Algorithms With Feasibility Conserving Mechanisms for Constrained Continuous Optimization	10
Robust Optimization Over Time by Estimating Robustness of Promising Regions	10
CarHoods10k: An Industry-Grade Data Set for Representation Learning and Design Optimization in Engineering Applications	10
Multifactorial Evolutionary Algorithm Based on Improved Dynamical Decomposition for Many-Objective Optimization Problems	10
An Evolutionary Multiobjective Knee-Based Lower Upper Bound Estimation Method for Wind Speed Interval Forecast	10