IEEE Transactions on Evolutionary Computation

Papers
(The median citation count of IEEE Transactions on Evolutionary Computation is 5. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-11-01 to 2025-11-01.)
ArticleCitations
TechRxiv: Share Your Preprint Research with the World!271
Data-Driven Evolutionary Computation Under Continuously Streaming Environments: A Drift-Aware Approach219
Space Net Optimization for Single Objective Bound Constrained Problems215
Bayesian Performance Analysis for Algorithm Ranking Comparison173
Dual Relational Surrogate-Assisted Evolution for Expensive Constrained Multiobjective Optimization169
Survey on Genetic Programming and Machine Learning Techniques for Heuristic Design in Job Shop Scheduling160
Surrogate-Assisted Efficient Grouping Evolutionary Search for Expensive Large-Scale Multi-Objective Optimization149
Genetic Programming for Dynamic Flexible Job Shop Scheduling: Evolution With Single Individuals and Ensembles143
A Bi-Objective Evolutionary Algorithm for Multimodal Multiobjective Optimization139
A Correlation-Guided Layered Prediction Approach for Evolutionary Dynamic Multiobjective Optimization133
Evolutionary Constrained Multiobjective Optimization: Scalable High-Dimensional Constraint Benchmarks and Algorithm132
A Surrogate-Assisted Evolutionary Feature Selection Algorithm With Parallel Random Grouping for High-Dimensional Classification130
Quality Indicators for Preference-Based Evolutionary Multiobjective Optimization Using a Reference Point: A Review and Analysis118
Multiagent Swarm Optimization With Adaptive Internal and External Learning for Complex Consensus-Based Distributed Optimization117
MORA-LLM: Enhancing Multi-Objective Optimization Recommendation Algorithm by Integrating Large Language Models112
Approximation Guarantees for the Nondominated Sorting Genetic Algorithm II (NSGA-II)108
Difficulties of the NSGA-II With the Many-Objective LeadingOnes Problem99
ENERGIZE: A Neuroevolution Framework for Energy-Efficient Machine Learning98
Dynamic Multi-Objective Optimisation Based on Vector Autoregressive Evolution97
Evolutionary Search for Complete Neural Network Architectures With Partial Weight Sharing92
BIAS: A Toolbox for Benchmarking Structural Bias in the Continuous Domain92
Revisiting Implicit and Explicit Averaging for Noisy Optimization91
Brain-Inspired Multiscale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks90
Multipopulation Ant Colony System With Knowledge-Based Local Searches for Multiobjective Supply Chain Configuration89
Knowledge Transfer With Mixture Model in Dynamic Multiobjective Optimization87
EDA++: Estimation of Distribution Algorithms With Feasibility Conserving Mechanisms for Constrained Continuous Optimization84
A Review on Evolutionary Multitask Optimization: Trends and Challenges82
A Deep Reinforcement Learning-Assisted Multimodal Multiobjective Bilevel Optimization Method for Multirobot Task Allocation81
Adversarial AutoEncoder-Based Large-Scale Dynamic Multiobjective Evolutionary Algorithm81
Table of Contents78
Fitness Landscape Optimization Makes Stochastic Symbolic Search By Genetic Programming Easier76
Language Model Evolutionary Algorithms for Recommender Systems: Benchmarks and Algorithm Comparisons74
Unsupervised Band Selection for Hyperspectral Images Classification: Particle Swarm Optimization via Cross-Domain Knowledge Transfer74
Table of Contents74
Controlling Functional Complexity for Overfitting Reduction and Improved Interpretability in GP73
Frequency Fitness Assignment: Optimization Without Bias for Good Solutions Can Be Efficient73
IEEE Transactions on Evolutionary Computation Information for Authors71
Efficient Greedy Decremental Hypervolume Subset Selection Using Space Partition Tree71
Data-Driven Dynamic Multiobjective Optimization With Response to Stochastic Changes for Municipal Solid Waste Incineration Process71
Multitree Genetic Programming for Learning Color and Multiscale Features in Image Classification71
A Large-Scale Multiobjective Evolutionary Quantile Estimation Model for Wind Power Probabilistic Forecasting69
Enhancing 3-D Land Seismic Data Using Nonlinear Beamforming Based on the Efficiency-Improved Genetic Algorithm69
Enhancing Dynamic Constrained Multiobjective Optimization With Multicenters-Based Prediction68
A Subspace Sparsity-Driven Knowledge Transfer Strategy for Dynamic Constrained Multiobjective Optimization68
A Variable Granularity Search-Based Multiobjective Feature Selection Algorithm for High-Dimensional Data Classification67
A Distributed Model Predictive Control-Based Method for Multidifferent-Target Search in Unknown Environments67
A Unified Innovized Progress Operator for Performance Enhancement in Evolutionary Multi- and Many-Objective Optimization66
Plotting Impossible? Surveying Visualization Methods for Continuous Multi-Objective Benchmark Problems65
Many-to-Few Decomposition: Linking R2-Based and Decomposition-Based Multiobjective Efficient Global Optimization Algorithms65
MedNAS: Multiscale Training-Free Neural Architecture Search for Medical Image Analysis64
Adaptive Multifactorial Evolutionary Optimization for Multitask Reinforcement Learning64
Autoencoding With a Classifier System64
Decomposition-Based Multiobjective Optimization Algorithms With Adaptively Adjusting Weight Vectors and Neighborhoods64
Introducing IEEE Collabratec63
IEEE Transactions on Evolutionary Computation Publication Information63
TechRxiv: Share Your Preprint Research with the World!61
Table of contents60
Learning-Based Temporal Sequence of Constrained Handling Selection for Constrained Multi-objective Evolutionary Optimization59
A Size-Imbalanced Dual Population with Complementary Search for Sparse Large-Scale Multi-Modal Multi-Objective Optimization59
DG-SMOTE: A Distance-Angle-Based Genetic Synthetic Minority Over-Sampling Technique for Unbalanced Data Learning58
EGANS: Evolutionary Generative Adversarial Network Search for Zero-Shot Learning58
IEEE Transactions on Evolutionary Computation Publication Information58
Superpixel Segmentation-Based Evolutionary Multitasking Algorithm for Feature Selection of Hyperspectral Images57
Spatial-Temporal Knowledge Transfer for Dynamic Constrained Multiobjective Optimization57
Evolutionary Computation for the Design and Enrichment of General-Purpose Artificial Intelligence Systems: Survey and Prospects57
A Global and Local Surrogate-Assisted Genetic Programming Approach to Image Classification56
Multitree Genetic Programming With New Operators for Transfer Learning in Symbolic Regression With Incomplete Data56
Surrogate-Assisted Evolutionary Algorithm for Expensive Optimization with Equality and Inequality Constraints55
Historical Information-Assisted Dynamic Response Integration and Adaptive Niche Methods for Dynamic Multimodal Optimization54
A Knowledge Guided Transfer Strategy for Evolutionary Dynamic Multiobjective Optimization53
An Efficient Adaptive Differential Grouping Algorithm for Large-Scale Black-Box Optimization53
Objective Space-Based Population Generation to Accelerate Evolutionary Algorithms for Large-Scale Many-Objective Optimization53
IEEE Transactions on Evolutionary Computation Information for Authors52
IEEE Transactions on Evolutionary Computation Information for Auhtors51
IEEE Transactions on Evolutionary Computation Publication Information51
IEEE Computational Intelligence Society Information51
An Evolutionary Algorithm Based on CMSA for Rooted Max Tree Coverage50
A Tree-Based Multiobjective Evolutionary Algorithm for Energy-Efficient Hybrid Flow-Shop Scheduling49
A Decomposition-Based Evolutionary Algorithm With Clustering and Hierarchical Estimation for Multi-Objective Fuzzy Flexible Jobshop Scheduling48
Semiparametric Estimation of Distribution Algorithms for Continuous Optimization47
Gradual Innovative Transitional Solutions Improving Current to a Desired Target: Innovation Path46
An Interval Multiobjective Evolutionary Generation Algorithm for Product Design Change Plans in Uncertain Environments46
Visualizing Population Dynamics to Examine Algorithm Performance46
Objective-Constraint Mutual-Guided Surrogate-Based Particle Swarm Optimization for Expensive Constrained Multimodal Problems46
A Surrogate-Assisted Constrained Optimization Evolutionary Algorithm by Searching Multiple Kinds of Global and Local Regions46
Conditional-Surrogate-Assisted Particle Swarm Optimization for Large-Scale Robust Optimization Over Time44
Multiobjective-Based Constraint-Handling Technique for Evolutionary Constrained Multiobjective Optimization: A New Perspective44
A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends43
Nonzero Degree-Based Multiobjective Cooperative Coevolutionary for Block Sparse Recovery43
Optimal Transport-Based Distributional Pairing in Transfer Multiobjective Optimization43
Neural Architecture Search with Progressive Evaluation and Subpopulation Preservation42
Neural Architecture Search Based on a Multi-Objective Evolutionary Algorithm With Probability Stack42
Benchmarking Feature-Based Algorithm Selection Systems for Black-Box Numerical Optimization41
Learning to Preselection: A Filter-Based Performance Predictor for Multiobjective Feature Selection in Classification41
Distributed Co-Evolutionary Memetic Algorithm for Distributed Hybrid Differentiation Flowshop Scheduling Problem41
Evolutionary Multitasking for Costly Task Offloading in Mobile-Edge Computing Networks40
Elite Archive-Assisted Adaptive Memetic Algorithm for a Realistic Hybrid Differentiation Flowshop Scheduling Problem40
Expensive Multiobjective Evolutionary Optimization Assisted by Dominance Prediction39
A Multiobjective Multitask Optimization Algorithm Using Transfer Rank39
A Novel Dual-Stage Dual-Population Evolutionary Algorithm for Constrained Multiobjective Optimization39
Solving Multiobjective Feature Selection Problems in Classification via Problem Reformulation and Duplication Handling39
Thank You for Your Authorship38
IEEE Transactions on Evolutionary Computation Information for Authors38
Learning to Approximate: Auto Direction Vector Set Generation for Hypervolume Contribution Approximation38
Run Time Analysis for Random Local Search on Generalized Majority Functions37
Leader Prediction for Multiobjective Particle Swarm Optimization37
Table of Contents37
Enhancing Diversity by Local Subset Selection in Evolutionary Multiobjective Optimization36
Targeted Pareto Optimization for Subset Selection With Monotone Objective Function and Cardinality Constraint35
Identifying Pareto Fronts Reliably Using a Multistage Reference-Vector-Based Framework35
Enhancing Fitness Evaluation in Genetic Algorithm-Based Architecture Search for AI-Aided Financial Regulation35
A Divergence-Based Condition to Ensure Quantile Improvement in Black-Box Global Optimization35
Cross-Task Collaborative Optimization Based on Knowledge Transfer for Soft Robot Design35
Balancing Objective Optimization and Constraint Satisfaction in Expensive Constrained Evolutionary Multiobjective Optimization34
Domain Generalization-Based Dynamic Multiobjective Optimization: A Case Study on Disassembly Line Balancing34
A Voting-Mechanism-Based Ensemble Framework for Constraint Handling Techniques34
Neural Architecture Search for Text Classification With Limited Computing Resources Using Efficient Cartesian Genetic Programming33
A Quantum Evolutionary Learning Tracker for Video33
Surrogate-Assisted Environmental Selection for Fast Hypervolume-Based Many-Objective Optimization33
Machine Learning-Assisted Multiobjective Evolutionary Algorithm for Routing and Packing33
Counterintuitive Experimental Results in Evolutionary Large-Scale Multiobjective Optimization32
IEEE Transactions on Evolutionary Computation Publication Information32
A Multifidelity Approach for Bilevel Optimization With Limited Computing Budget31
Balancing Different Optimization Difficulty Between Objectives in Multiobjective Feature Selection31
Can Evolutionary Clustering Have Theoretical Guarantees?30
Runtime Analysis of the Compact Genetic Algorithm on the LeadingOnes Benchmark30
Active Learning in Genetic Programming: Guiding Efficient Data Collection for Symbolic Regression29
A Divide-and-Conquer Genetic Programming Algorithm With Ensembles for Image Classification29
Together, we are advancing technology29
Automated Metaheuristic Algorithm Design With Autoregressive Learning29
IEEE Transactions on Evolutionary Computation Publication Information29
Genetic Programming Hyper Heuristic With Elitist Mutation for Integrated Order Batching and Picker Routing Problem29
From Direct to Directional Variable Dependencies—Nonsymmetrical Dependencies Discovery in Real-World and Theoretical Problems29
Correlation-Guided Updating Strategy for Feature Selection in Classification With Surrogate-Assisted Particle Swarm Optimization29
IEEE Transactions on Evolutionary Computation Information for Authors29
TechRxiv: Share Your Preprint Research with the World!29
Table of Contents28
Collaborative Evolutionary Multitasking Multiobjective Adversarial Attacks in Hyperspectral Image Classification28
Posterior Decision Making Based on Decomposition-Driven Knee Point Identification28
A Generative Adversarial Network Based Prediction Strategy for Evolutionary Dynamic Multiobjective Optimization28
Dynamic Cascaded Flow-Shop Scheduling Using an Evolutionary Greedy Algorithm27
A Mahalanobis Distance-Based Approach for Dynamic Multiobjective Optimization With Stochastic Changes27
An Efficient Data-Driven Framework for Detecting Infeasible Solutions in Multiobjective Evolutionary Bilevel Optimization27
Genetic Programming for Image Classification: A New Program Representation With Flexible Feature Reuse27
Evolutionary Multiobjective Clustering Over Multiple Conflicting Data Views27
Dual-Tree Genetic Programming for Few-Shot Image Classification26
Differential Evolution With Domain Transform26
Multitask Shape Optimization Using a 3-D Point Cloud Autoencoder as Unified Representation26
Analyzing Dominance Move (MIP-DoM) Indicator for Multiobjective and Many-Objective Optimization26
Genetic Programming With Flexible Region Detection for Fine-Grained Image Classification25
Protein Structure Prediction Using a New Optimization-Based Evolutionary and Explainable Artificial Intelligence Approach25
Feature Extraction for Recommendation of Constrained Multiobjective Evolutionary Algorithms25
A Joint-Encoding Evolutionary Algorithm for Multimodal Multiobjective Feature Selection in Classification25
A Data-Driven Evolutionary Transfer Optimization for Expensive Problems in Dynamic Environments25
Evolutionary Reinforcement Learning With Late-Start Evolution and Clustering Archive25
An Iterated Greedy Algorithm With Reinforcement Learning for Distributed Hybrid Flowshop Problems With Job Merging24
A Feedback Learning-Based Memetic Algorithm for Energy-Aware Distributed Flexible Job-Shop Scheduling With Transportation Constraints24
IEEE Transactions on Evolutionary Computation Publication Information24
A Multitask Bee Colony Band Selection Algorithm With Variable-Size Clustering for Hyperspectral Images24
A Multiform Evolutionary Search Paradigm for Bilevel Multiobjective Optimization24
IEEE Computational Intelligence Society Information24
Exact and Deep Q-Network Assisted Swarm Intelligence Methods for Scheduling Multiobjective Heterogeneous Unmanned Surface Vehicles24
A Multistage Algorithm for Solving Multiobjective Optimization Problems With Multiconstraints24
A Fitness Spatially Informed Evolutionary Algorithm for Deceptive Multi-Modal Multi-Objective Optimization24
Light-EvoOPT: A Lightweight Evolutionary Optimization Framework for Ultra-Large-Scale Mixed Integer Linear Programs23
Region Purity-Based Local Feature Selection: A Multiobjective Perspective23
IEEE Computational Intelligence Society Information23
ConCS: A Continual Classifier System for Continual Learning of Multiple Boolean Problems22
A Two-stage Cooperative Discrete Differential Evolution With Q-Learning for Multi-Objective Energy-Efficient Distributed Blocking Flow-Shop Scheduling22
A Knee-Guided Evolutionary Algorithm for Multi-Objective Air Traffic Flow Management22
Correlation-Based Dynamic Allocation Scheme of Fitness Evaluations for Constrained Evolutionary Optimization22
Table of Contents22
Dealing With Structure Constraints in Evolutionary Pareto Set Learning22
A Scalable Many-Objective Pathfinding Benchmark Suite22
IEEE Transactions on Evolutionary Computation Information for Authors22
Benchmarking Derivative-Free Global Optimization Algorithms Under Limited Dimensions and Large Evaluation Budgets22
A Framework Based on Historical Evolution Learning for Dynamic Multiobjective Optimization22
A Two-Individual Evolutionary Algorithm for Cumulative Capacitated Vehicle Routing With Single and Multiple Depots21
ACO-GA-Based Optimization to Enhance Global Path Planning for Autonomous Navigation in Grid Environments21
Tailoring Evolutionary Algorithms to Solve the Multiobjective Location-Routing Problem for Biomass Waste Collection21
Optimizing Dynamic Flexible Job Shop Scheduling Using an Evolutionary Multitask Optimization Framework and Genetic Programming21
Solution Transfer in Evolutionary Optimization: An Empirical Study on Sequential Transfer21
Knowledge Transfer Genetic Programming With Auxiliary Population for Solving Uncertain Capacitated Arc Routing Problem21
Incremental Recursive Ranking Grouping for Large-Scale Global Optimization21
Expensive Multiobjective Optimization by Relation Learning and Prediction20
Computationally Expensive High-Dimensional Multiobjective Optimization via Surrogate-Assisted Reformulation and Decomposition20
Table of Contents19
(θl,θu)-Parametric Multi-Task Optimization: Joint Search in Solution and Infinite Task Spaces19
Leader-Follower Disagreement Minimization in Social Networks19
IEEE Transactions on Evolutionary Computation Information for Authors19
Exploring the Performance-Reproducibility Trade-off in Quality-Diversity19
A Tractive Population-Assisted Dual-Population and Two-Phase Evolutionary Algorithm for Constrained Multiobjective Optimization19
Riesz s-Energy as a Diversity Indicator in Evolutionary Multiobjective Optimization19
Determining Metaheuristic Similarity Using Behavioral Analysis19
Evolutionary Bilevel Optimization via Multiobjective Transformation-Based Lower-Level Search18
Accelerating Bilevel Optimization with Hierarchical Many-threaded Parallel Differential Evolution18
Large-Scale Multimodal Multiobjective Optimization Based on Multiview Diversity Enhancement Mechanism18
Standardization and Data Augmentation in Genetic Programming18
Nearest-Better Network for Visualizing and Analyzing Combinatorial Optimization Problems: A Potential Unified Tool18
Bilevel Optimization via Collaborations Among Lower-Level Optimization Tasks18
Co-Evolutionary Dual-Tree Genetic Programming for Fine-Grained Flower Image Classification18
Dynamic In Vivo Computation for Learning-Based Nanobiosensing in Time-Varying Biological Landscapes18
A Semantic-Based Hoist Mutation Operator for Evolutionary Feature Construction in Regression18
Fast Greedy Subset Selection From Large Candidate Solution Sets in Evolutionary Multiobjective Optimization18
Evolutionary Direction Learning With Multivariate Gaussian Probabilistic Model for Multiobjective Optimization18
Offline Data-Driven Optimization at Scale: A Cooperative Coevolutionary Approach18
Benchmarking Optimization Algorithms for Auto-Tuning GPU Kernels18
Quantum Acceleration of Black-Box Pseudo-Boolean Optimization Algorithms18
Effects of Archive Size on Computation Time and Solution Quality for Multiobjective Optimization17
Set Theory-Based Operator Design in Evolutionary Algorithms for Solving Knapsack Problems17
Table of Contents17
An Enhanced Competitive Swarm Optimizer With Strongly Convex Sparse Operator for Large-Scale Multiobjective Optimization17
A Streaming Feature Selection Method Based on Dynamic Feature Clustering and Particle Swarm Optimization17
Statistical Models for the Analysis of Optimization Algorithms With Benchmark Functions17
Discovering Infinite Recursive Conjectures Through Genetic Programming17
A Survey on Evolutionary Computation for Identifying Biomarkers of Complex Disease17
Privacy-Enhanced Multitasking Particle Swarm Optimization Based on Homomorphic Encryption17
The Physical Cell Identity Assignment Problem: A Practical Optimization Approach17
IEEE Transactions on Evolutionary Computation Publication Information17
An Evolution Strategy With Adaptive Fitness Sharing for Multimodal Multiobjective Optimization17
Using an Estimation of Distribution Algorithm to Achieve Multitasking Semantic Web Service Composition16
A Large-scale Expensive Optimization Algorithm with a Multi-view Synthetic Sampling16
An Evolutionary Forest for Regression16
Evolutionary Large-Scale Multiobjective Optimization: Benchmarks and Algorithms16
Optimization of an Implicit Acquisition Function for Federated Bayesian Many-Task Optimization16
Nanorobots-Assisted In Vivo Computational Methodology for Tumor Lesion Exploitation and Lesion Boundary Exploration16
Evolutionary Alternating Direction Method of Multipliers for Constrained Multiobjective Optimization With Unknown Constraints16
Solving the Single-Row Facility Layout Problem by K-Medoids Memetic Permutation Group16
On the Evolutionary Synthesis of Fault-Resilient Digital Circuits16
Evolutionary Competitive Multitasking Optimization16
Efficient Evolution of Variable Ordering for Binary Decision Diagram Optimization16
Dynamic Transfer Reference Point-Oriented MOEA/D Involving Local Objective-Space Knowledge16
Evaluation of Frameworks That Combine Evolution and Learning to Design Robots in Complex Morphological Spaces16
Speeding-Up Evolutionary Algorithms to Solve Black-Box Optimization Problems16
Interindividual Correlation and Dimension-Based Dual Learning for Dynamic Multiobjective Optimization15
Reduced-Space Multistream Classification Based on Multiobjective Evolutionary Optimization15
IEEE Computational Intelligence Society Information15
Global and Local Search Experience-Based Evolutionary Sequential Transfer Optimization15
An Evolutionary Multitasking Algorithm With Multiple Filtering for High-Dimensional Feature Selection15
A Comparison of Large Language Models and Genetic Programming for Program Synthesis15
A Surrogate-Assisted Differential Evolution With Knowledge Transfer for Expensive Incremental Optimization Problems15
Fractional Order Differential Evolution15
TechRxiv: Share Your Preprint Research with the World!15
History-Guided Hill Exploration for Evolutionary Computation15
Community Opinion Maximization in Social Networks15
Collaborative Ontology Matching With Dual Population Genetic Programming and Active Meta-Learning15
Niching Genetic Programming to Learn Actions for Deep Reinforcement Learning in Dynamic Flexible Scheduling15
TechRxiv: Share Your Preprint Research with the World!15
Constraint-Pareto Dominance and Diversity Enhancement Strategy based Evolutionary Algorithm for Solving Constrained Multiobjective Optimization Problems15
Higher Order Knowledge Transfer for Dynamic Community Detection With Great Changes15
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