IEEE Transactions on Evolutionary Computation

Article	Citations
Evolving Deep Convolutional Neural Networks for Image Classification	405
A Coevolutionary Framework for Constrained Multiobjective Optimization Problems	236
Variable-Size Cooperative Coevolutionary Particle Swarm Optimization for Feature Selection on High-Dimensional Data	211
An Evolutionary Algorithm for Large-Scale Sparse Multiobjective Optimization Problems	207
A Survey of Automatic Parameter Tuning Methods for Metaheuristics	184
Surrogate-Assisted Evolutionary Deep Learning Using an End-to-End Random Forest-Based Performance Predictor	151
A Survey on the Hypervolume Indicator in Evolutionary Multiobjective Optimization	139
Boosting Data-Driven Evolutionary Algorithm With Localized Data Generation	113
A Survey of Weight Vector Adjustment Methods for Decomposition-Based Multiobjective Evolutionary Algorithms	105
A Constrained Multiobjective Evolutionary Algorithm With Detect-and-Escape Strategy	105
Knee Point-Based Imbalanced Transfer Learning for Dynamic Multiobjective Optimization	100
Surrogate-Assisted Evolutionary Multitask Genetic Programming for Dynamic Flexible Job Shop Scheduling	100
Distributed Individuals for Multiple Peaks: A Novel Differential Evolution for Multimodal Optimization Problems	97
A Kriging-Assisted Two-Archive Evolutionary Algorithm for Expensive Many-Objective Optimization	97
Novel Interactive Preference-Based Multiobjective Evolutionary Optimization for Bolt Supporting Networks	97
Evolutionary Dynamic Multiobjective Optimization Assisted by a Support Vector Regression Predictor	96
Efficient Generalized Surrogate-Assisted Evolutionary Algorithm for High-Dimensional Expensive Problems	96
Multiobjective Evolutionary Design of Deep Convolutional Neural Networks for Image Classification	92
Investigating the Properties of Indicators and an Evolutionary Many-Objective Algorithm Using Promising Regions	89
SAFE: Scale-Adaptive Fitness Evaluation Method for Expensive Optimization Problems	86
Multimodal Multiobjective Evolutionary Optimization With Dual Clustering in Decision and Objective Spaces	81
Novel Prediction Strategies for Dynamic Multiobjective Optimization	80
A Dual-Population-Based Evolutionary Algorithm for Constrained Multiobjective Optimization	78
A Multimodel Prediction Method for Dynamic Multiobjective Evolutionary Optimization	77
A New Hypervolume-Based Evolutionary Algorithm for Many-Objective Optimization	76

Large-Scale Evolutionary Multiobjective Optimization Assisted by Directed Sampling	76
An Enhanced Competitive Swarm Optimizer With Strongly Convex Sparse Operator for Large-Scale Multiobjective Optimization	75
Dual-Surrogate-Assisted Cooperative Particle Swarm Optimization for Expensive Multimodal Problems	75
A Classifier-Assisted Level-Based Learning Swarm Optimizer for Expensive Optimization	71
A Survey on Evolutionary Constrained Multiobjective Optimization	67
An Evolutionary Multitasking Optimization Framework for Constrained Multiobjective Optimization Problems	66
Region Encoding Helps Evolutionary Computation Evolve Faster: A New Solution Encoding Scheme in Particle Swarm for Large-Scale Optimization	65
Weighted Indicator-Based Evolutionary Algorithm for Multimodal Multiobjective Optimization	64
Adaptive Genetic Algorithm-Aided Neural Network With Channel State Information Tensor Decomposition for Indoor Localization	63
A Novel Evolutionary Algorithm for Dynamic Constrained Multiobjective Optimization Problems	62
A Multipopulation Evolutionary Algorithm for Solving Large-Scale Multimodal Multiobjective Optimization Problems	62
A Duplication Analysis-Based Evolutionary Algorithm for Biobjective Feature Selection	61
A Cooperative Memetic Algorithm With Learning-Based Agent for Energy-Aware Distributed Hybrid Flow-Shop Scheduling	59
Evolutionary Large-Scale Multiobjective Optimization for Ratio Error Estimation of Voltage Transformers	59
Multiobjective Multitasking Optimization Based on Incremental Learning	56
A Meta-Knowledge Transfer-Based Differential Evolution for Multitask Optimization	55
Evolutionary Multitasking for Feature Selection in High-Dimensional Classification via Particle Swarm Optimization	54
Evolutionary Game Analysis Among Three Green-Sensitive Parties in Green Supply Chains	51
Learning Adaptive Differential Evolution Algorithm From Optimization Experiences by Policy Gradient	51
Multiobjective Evolution Strategy for Dynamic Multiobjective Optimization	51
MO4: A Many-Objective Evolutionary Algorithm for Protein Structure Prediction	50
Evolutionary Collaborative Human-UAV Search for Escaped Criminals	49
Surrogate-Assisted Autoencoder-Embedded Evolutionary Optimization Algorithm to Solve High-Dimensional Expensive Problems	48
Indicator-Based Evolutionary Algorithm for Solving Constrained Multiobjective Optimization Problems	48
A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades—Part B	47
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
AS-NAS: Adaptive Scalable Neural Architecture Search With Reinforced Evolutionary Algorithm for Deep Learning	45
A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades—Part A	45
A Multifactorial Evolutionary Algorithm for Multitasking Under Interval Uncertainties	45
A Framework to Handle Multimodal Multiobjective Optimization in Decomposition-Based Evolutionary Algorithms	45
A Grid-Based Inverted Generational Distance for Multi/Many-Objective Optimization	45
Knee-Based Decision Making and Visualization in Many-Objective Optimization	44
Correlation Coefficient-Based Recombinative Guidance for Genetic Programming Hyperheuristics in Dynamic Flexible Job Shop Scheduling	44
Evolutionary Neural Architecture Search for High-Dimensional Skip-Connection Structures on DenseNet Style Networks	43
Solving Multitask Optimization Problems With Adaptive Knowledge Transfer via Anomaly Detection	43
Evolutionary Multiobjective Optimization With Robustness Enhancement	43
Landscape-Aware Performance Prediction for Evolutionary Multiobjective Optimization	42
A Hybrid Deep Grouping Algorithm for Large Scale Global Optimization	42
A Review on Evolutionary Multitask Optimization: Trends and Challenges	41
A Data-Driven Parallel Scheduling Approach for Multiple Agile Earth Observation Satellites	41
Regularized Evolutionary Multitask Optimization: Learning to Intertask Transfer in Aligned Subspace	41
Multiple Penalties and Multiple Local Surrogates for Expensive Constrained Optimization	41
Efficient Evolutionary Search of Attention Convolutional Networks via Sampled Training and Node Inheritance	40
Parameter-Free Voronoi Neighborhood for Evolutionary Multimodal 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
Generating Well-Spaced Points on a Unit Simplex for Evolutionary Many-Objective Optimization	39
A Survey on Evolutionary Construction of Deep Neural Networks	38
Hierarchy Ranking Method for Multimodal Multiobjective Optimization With Local Pareto Fronts	38

Identifying Influential Spreaders in Social Networks Through Discrete Moth-Flame Optimization	37
Objective Space-Based Population Generation to Accelerate Evolutionary Algorithms for Large-Scale Many-Objective Optimization	36
Paired Offspring Generation for Constrained Large-Scale Multiobjective Optimization	36
Evolutionary Many-Task Optimization Based on Multisource Knowledge Transfer	35
Evolutionary Multiform Optimization With Two-Stage Bidirectional Knowledge Transfer Strategy for Point Cloud Registration	35
Multipopulation Ant Colony System With Knowledge-Based Local Searches for Multiobjective Supply Chain Configuration	34
Does Preference Always Help? A Holistic Study on Preference-Based Evolutionary Multiobjective Optimization Using Reference Points	34
Learnable Evolutionary Search Across Heterogeneous Problems via Kernelized Autoencoding	33
Clustering-Guided Particle Swarm Feature Selection Algorithm for High-Dimensional Imbalanced Data With Missing Values	33
A Fast Kriging-Assisted Evolutionary Algorithm Based on Incremental Learning	33
Surrogate-Assisted Robust Optimization of Large-Scale Networks Based on Graph Embedding	33
A Survey of Normalization Methods in Multiobjective Evolutionary Algorithms	33
A Greedy Cooperative Co-Evolutionary Algorithm With Problem-Specific Knowledge for Multiobjective Flowshop Group Scheduling Problems	32
A Review of Population-Based Metaheuristics for Large-Scale Black-Box Global Optimization—Part I	30
Decomposition-Based Interactive Evolutionary Algorithm for Multiple Objective Optimization	30
From Prediction to Prescription: Evolutionary Optimization of Nonpharmaceutical Interventions in the COVID-19 Pandemic	29
A Multiobjective Evolutionary Algorithm for Finding Knee Regions Using Two Localized Dominance Relationships	29
Dynamic Auxiliary Task-Based Evolutionary Multitasking for Constrained Multiobjective Optimization	28
Enhancing Decomposition-Based Algorithms by Estimation of Distribution for Constrained Optimal Software Product Selection	28
Evolutionary Multitask Optimization With Adaptive Knowledge Transfer	28
Constrained Multiobjective Optimization: Test Problem Construction and Performance Evaluations	28
A General Dichotomy of Evolutionary Algorithms on Monotone Functions	28
Two-Stage Double Niched Evolution Strategy for Multimodal Multiobjective Optimization	28
Correlation-Guided Updating Strategy for Feature Selection in Classification With Surrogate-Assisted Particle Swarm Optimization	27
Limit-Cycle-Based Mutant Multiobjective Pigeon-Inspired Optimization	27
Distributed Pareto Optimization for Large-Scale Noisy Subset Selection	27
A New Many-Objective Evolutionary Algorithm Based on Determinantal Point Processes	27
An Analysis of Quality Indicators Using Approximated Optimal Distributions in a 3-D Objective Space	26
Differential Evolution-Based Feature Selection: A Niching-Based Multiobjective Approach	26
A Learning-Based Memetic Algorithm for Energy-Efficient Flexible Job-Shop Scheduling With Type-2 Fuzzy Processing Time	26
Sharp Bounds for Genetic Drift in Estimation of Distribution Algorithms	26
A Voting-Mechanism-Based Ensemble Framework for Constraint Handling Techniques	25
A Review on Convolutional Neural Network Encodings for Neuroevolution	25
Significance-Based Estimation-of-Distribution Algorithms	25
A Surrogate-Assisted Evolutionary Feature Selection Algorithm With Parallel Random Grouping for High-Dimensional Classification	25
Multiobjective Multitask Optimization-Neighborhood as a Bridge for Knowledge Transfer	25
Approximating Complex Pareto Fronts With Predefined Normal-Boundary Intersection Directions	25
A Novel Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms	24
Expensive Multiobjective Optimization by Relation Learning and Prediction	24
A Review of Population-Based Metaheuristics for Large-Scale Black-Box Global Optimization—Part II	24
A Computationally Efficient Evolutionary Algorithm for Multiobjective Network Robustness Optimization	24
Multiple Classifiers-Assisted Evolutionary Algorithm Based on Decomposition for High-Dimensional Multiobjective Problems	24
Real-Time Federated Evolutionary Neural Architecture Search	24
A Novel Dual-Stage Dual-Population Evolutionary Algorithm for Constrained Multiobjective Optimization	23
Few-Shots Parallel Algorithm Portfolio Construction via Co-Evolution	23
PSO-X: A Component-Based Framework for the Automatic Design of Particle Swarm Optimization Algorithms	23
Expensive Multiobjective Evolutionary Optimization Assisted by Dominance Prediction	23
Empirical Linkage Learning	23
Variable Population Memetic Search: A Case Study on the Critical Node Problem	23
Self-Adaptation in Nonelitist Evolutionary Algorithms on Discrete Problems With Unknown Structure	22
Task Allocation on Layered Multiagent Systems: When Evolutionary Many-Objective Optimization Meets Deep Q-Learning	22
Partial Evaluation Strategies for Expensive Evolutionary Constrained Optimization	21
A Multivariation Multifactorial Evolutionary Algorithm for Large-Scale Multiobjective Optimization	21
A Framework for Scalable Bilevel Optimization: Identifying and Utilizing the Interactions Between Upper-Level and Lower-Level Variables	21
Neural Architecture Search as Multiobjective Optimization Benchmarks: Problem Formulation and Performance Assessment	21
A Stochastic Simulation Optimization-Based Range Gate Pull-Off Jamming Method	21
A Correlation-Guided Layered Prediction Approach for Evolutionary Dynamic Multiobjective Optimization	21
Realistic Constrained Multiobjective Optimization Benchmark Problems From Design	21
Evolutionary Black-Box Topology Optimization: Challenges and Promises	21
An Ensemble Surrogate-Based Framework for Expensive Multiobjective Evolutionary Optimization	21
Evolutionary Machine Learning With Minions: A Case Study in Feature Selection	20
Distributed Co-Evolutionary Memetic Algorithm for Distributed Hybrid Differentiation Flowshop Scheduling Problem	20
Self-Adjusting Multitask Particle Swarm Optimization	20
Adaptive Multifactorial Evolutionary Optimization for Multitask Reinforcement Learning	20
A Comprehensive Survey on Program Synthesis With Evolutionary Algorithms	20
Genetic Programming With Niching for Uncertain Capacitated Arc Routing Problem	19
An Approximated Gradient Sign Method Using Differential Evolution for Black-Box Adversarial Attack	19
Dynamic Transfer Reference Point-Oriented MOEA/D Involving Local Objective-Space Knowledge	19
A Survey on Knee-Oriented Multiobjective Evolutionary Optimization	19
Distributed and Expensive Evolutionary Constrained Optimization With On-Demand Evaluation	19
Orthogonal Transfer for Multitask Optimization	19
On the Effect of the Cooperation of Indicator-Based Multiobjective Evolutionary Algorithms	19
An Online Prediction Approach Based on Incremental Support Vector Machine for Dynamic Multiobjective Optimization	19
Evolving Deep Convolutional Variational Autoencoders for Image Classification	19
A Divide-and-Conquer Genetic Programming Algorithm With Ensembles for Image Classification	18
Explainable Artificial Intelligence by Genetic Programming: A Survey	18
Enhanced Constraint Handling for Reliability-Constrained Multiobjective Testing Resource Allocation	18
Learning-Aided Evolution for Optimization	18
Binary Relation Learning and Classifying for Preselection in Evolutionary Algorithms	17
Elite Archive-Assisted Adaptive Memetic Algorithm for a Realistic Hybrid Differentiation Flowshop Scheduling Problem	17

Learning to Accelerate Evolutionary Search for Large-Scale Multiobjective Optimization	17
A Fuzzy Decision Variables Framework for Large-Scale Multiobjective Optimization	17
Evolutionary Competitive Multitasking Optimization	17
Evolutionary Search With Multiview Prediction for Dynamic Multiobjective Optimization	17
Learning Optimality Theory for Accuracy-Based Learning Classifier Systems	17
A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends	16
A Diversity-Enhanced Subset Selection Framework for Multimodal Multiobjective Optimization	16
CDE-GAN: Cooperative Dual Evolution-Based Generative Adversarial Network	16
A Multitask Bee Colony Band Selection Algorithm With Variable-Size Clustering for Hyperspectral Images	15
Evolutionary Large-Scale Multiobjective Optimization: Benchmarks and Algorithms	15
A Bi-Objective Knowledge Transfer Framework for Evolutionary Many-Task Optimization	15
Dual-Tree Genetic Programming for Few-Shot Image Classification	15
Confidence-Based Ant Colony Optimization for Capacitated Electric Vehicle Routing Problem With Comparison of Different Encoding Schemes	15
A Variable Granularity Search-Based Multiobjective Feature Selection Algorithm for High-Dimensional Data Classification	15
Two-Stage Evolutionary Neural Architecture Search for Transfer Learning	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
Gene Targeting Differential Evolution: A Simple and Efficient Method for Large-Scale Optimization	15
Evolutionary Deep Fusion Method and its Application in Chemical Structure Recognition	15
Merged Differential Grouping for Large-Scale Global Optimization	14
Multitask Shape Optimization Using a 3-D Point Cloud Autoencoder as Unified Representation	14
Learning and Sharing: A Multitask Genetic Programming Approach to Image Feature Learning	14
Surrogate Sample-Assisted Particle Swarm Optimization for Feature Selection on High-Dimensional Data	14
Neural Architecture Search Based on a Multi-Objective Evolutionary Algorithm With Probability Stack	14
Parallel Black-Box Complexity With Tail Bounds	14
SFE: A Simple, Fast, and Efficient Feature Selection Algorithm for High-Dimensional Data	13
MUMI: Multitask Module Identification for Biological Networks	13
Offline and Online Objective Reduction via Gaussian Mixture Model Clustering	13
Population Diversity of Nonelitist Evolutionary Algorithms in the Exploration Phase	13
A Knowledge Guided Transfer Strategy for Evolutionary Dynamic Multiobjective Optimization	13
Fast Greedy Subset Selection From Large Candidate Solution Sets in Evolutionary Multiobjective Optimization	13
A Multiobjective Multitask Optimization Algorithm Using Transfer Rank	13
Combining Simple and Adaptive Monte Carlo Methods for Approximating Hypervolume	13
A Scalable Many-Objective Pathfinding Benchmark Suite	13
An Evolutionary Multiobjective Framework for Complex Network Reconstruction Using Community Structure	12
A Competitive and Cooperative Swarm Optimizer for Constrained Multiobjective Optimization Problems	12
Runtime Analysis of Crowding Mechanisms for Multimodal Optimization	12
Multitree Genetic Programming With New Operators for Transfer Learning in Symbolic Regression With Incomplete Data	12
Automating Genetic Algorithm Mutations for Molecules Using a Masked Language Model	12
Recombinator-k-Means: An Evolutionary Algorithm That Exploits k-Means++ for Recombination	12
An Experimental Method to Estimate Running Time of Evolutionary Algorithms for Continuous Optimization	12
Black-Box Optimization Revisited: Improving Algorithm Selection Wizards Through Massive Benchmarking	12
Enhanced Innovized Progress Operator for Evolutionary Multi- and Many-Objective Optimization	12
Survey on Genetic Programming and Machine Learning Techniques for Heuristic Design in Job Shop Scheduling	12
CoEA: A Cooperative–Competitive Evolutionary Algorithm for Bidirectional Recommendations	12
Multiple Populations for Multiple Objectives Framework With Bias Sorting for Many-Objective Optimization	12
An Evolutionary Forest for Regression	12
A Survey on Evolutionary Multiobjective Feature Selection in Classification: Approaches, Applications, and Challenges	12
Genetic Programming With Knowledge Transfer and Guided Search for Uncertain Capacitated Arc Routing Problem	11
A Visualizable Test Problem Generator for Many-Objective Optimization	11
Transfer Learning-Based Parallel Evolutionary Algorithm Framework for Bilevel Optimization	11
Evolutionary Sampling Agent for Expensive Problems	11
QED: Using Quality-Environment-Diversity to Evolve Resilient Robot Swarms	11
Robust Multimodal Representation Learning With Evolutionary Adversarial Attention Networks	11
Reducing Negative Transfer Learning via Clustering for Dynamic Multiobjective Optimization	11
Evolutionary Multitasking for Large-Scale Multiobjective Optimization	11
A Large-Scale Combinatorial Many-Objective Evolutionary Algorithm for Intensity-Modulated Radiotherapy Planning	11
Evolutionary Search for Complete Neural Network Architectures With Partial Weight Sharing	11
Evolutionary Multitasking for Optimization Based on Generative Strategies	10
Multisource Heterogeneous User-Generated Contents-Driven Interactive Estimation of Distribution Algorithms for Personalized Search	10
Solution of Large-Scale Many-Objective Optimization Problems Based on Dimension Reduction and Solving Knowledge-Guided Evolutionary Algorithm	10
Task Relatedness-Based Multitask Genetic Programming for Dynamic Flexible Job Shop Scheduling	10
Feature Extraction for Recommendation of Constrained Multiobjective Evolutionary Algorithms	10
Accurate Multiobjective Low-Rank and Sparse Model for Hyperspectral Image Denoising Method	10
Paradoxes in Numerical Comparison of Optimization Algorithms	10
Evolutionary Optimization of COVID-19 Vaccine Distribution With Evolutionary Demands	10
Community Detection in Multiplex Networks Based on Evolutionary Multitask Optimization and Evolutionary Clustering Ensemble	10
A Genetic Algorithm (GA) and Swarm-Based Binary Decision Diagram (BDD) Reordering Optimizer Reinforced With Recent Operators	10
Automated Configuration of Genetic Algorithms by Tuning for Anytime Performance	10
Investigating the Correlation Amongst the Objective and Constraints in Gaussian Process-Assisted Highly Constrained Expensive Optimization	10
Instance-Rotation-Based Surrogate in Genetic Programming With Brood Recombination for Dynamic Job-Shop Scheduling	10
Adaptive Multilevel Prediction Method for Dynamic Multimodal Optimization	10
Surrogate-Assisted Differential Evolution With Adaptive Multisubspace Search for Large-Scale Expensive Optimization	10
Surrogate-Assisted Differential Evolution With Region Division for Expensive Optimization Problems With Discontinuous Responses	10
Hybridization of Evolutionary Algorithm and Deep Reinforcement Learning for Multiobjective Orienteering Optimization	9
A First Runtime Analysis of the NSGA-II on a Multimodal Problem	9
Frames-of-Reference-Based Learning: Overcoming Perceptual Aliasing in Multistep Decision-Making Tasks	9
Region-Focused Memetic Algorithms With Smart Initialization for Real-World Large-Scale Waste Collection Problems	9
An Efficient Adaptive Differential Grouping Algorithm for Large-Scale Black-Box Optimization	9
Static and Dynamic Multimodal Optimization by Improved Covariance Matrix Self-Adaptation Evolution Strategy With Repelling Subpopulations	9
MMES: Mixture Model-Based Evolution Strategy for Large-Scale Optimization	9
Anytime Performance Assessment in Blackbox Optimization Benchmarking	9
Preserving Population Diversity Based on Transformed Semantics in Genetic Programming for Symbolic Regression	9
Efficacy of the Metropolis Algorithm for the Minimum-Weight Codeword Problem Using Codeword and Generator Search Spaces	8
Solving the Single-Row Facility Layout Problem by K-Medoids Memetic Permutation Group	8
Solving Mixed Pareto-Lexicographic Multiobjective Optimization Problems: The Case of Priority Levels	8
A Performance Indicator-Based Infill Criterion for Expensive Multi-/Many-Objective Optimization	8
Fast Immune System-Inspired Hypermutation Operators for Combinatorial Optimization	8
A Constrained Competitive Swarm Optimizer With an SVM-Based Surrogate Model for Feature Selection	8
Autoencoding With a Classifier System	8
Multiobjective Differential Evolution With Speciation for Constrained Multimodal Multiobjective Optimization	8
Genetic Programming-Based Evolutionary Deep Learning for Data-Efficient Image Classification	8
Automated Design of Metaheuristics Using Reinforcement Learning Within a Novel General Search Framework	8
Cooperative Coevolution With Knowledge-Based Dynamic Variable Decomposition for Bilevel Multiobjective Optimization	8
Region Purity-Based Local Feature Selection: A Multiobjective Perspective	8