OOIR: Observatory of International Research

Papers

(The TQCC of IEEE Transactions on Evolutionary Computation is 16. 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 2021-08-01 to 2025-08-01.)

Article	Citations
TechRxiv: Share Your Preprint Research with the World!	227
Multipopulation Ant Colony System With Knowledge-Based Local Searches for Multiobjective Supply Chain Configuration	195
Survey on Genetic Programming and Machine Learning Techniques for Heuristic Design in Job Shop Scheduling	185
Genetic Programming for Dynamic Flexible Job Shop Scheduling: Evolution With Single Individuals and Ensembles	181
A Deep Reinforcement Learning-Assisted Multimodal Multiobjective Bilevel Optimization Method for Multirobot Task Allocation	175
EDA++: Estimation of Distribution Algorithms With Feasibility Conserving Mechanisms for Constrained Continuous Optimization	156
Revisiting Implicit and Explicit Averaging for Noisy Optimization	148
Dynamic Multi-Objective Optimisation Based on Vector Autoregressive Evolution	138
ENERGIZE: A Neuroevolution Framework for Energy-Efficient Machine Learning	133
Difficulties of the NSGA-II With the Many-Objective LeadingOnes Problem	129
Evolutionary Search for Complete Neural Network Architectures With Partial Weight Sharing	127
Brain-Inspired Multi-Scale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks	126
Bayesian Performance Analysis for Algorithm Ranking Comparison	114
A Bi-Objective Evolutionary Algorithm for Multimodal Multiobjective Optimization	111
Quality Indicators for Preference-Based Evolutionary Multiobjective Optimization Using a Reference Point: A Review and Analysis	109
BIAS: A Toolbox for Benchmarking Structural Bias in the Continuous Domain	108
Knowledge Transfer With Mixture Model in Dynamic Multi-Objective Optimization	106
Evolutionary Constrained Multiobjective Optimization: Scalable High-Dimensional Constraint Benchmarks and Algorithm	99
Approximation Guarantees for the Nondominated Sorting Genetic Algorithm II (NSGA-II)	98
Multiagent Swarm Optimization With Adaptive Internal and External Learning for Complex Consensus-Based Distributed Optimization	97
Adversarial AutoEncoder-Based Large-Scale Dynamic Multiobjective Evolutionary Algorithm	93
A Correlation-Guided Layered Prediction Approach for Evolutionary Dynamic Multiobjective Optimization	90
A Review on Evolutionary Multitask Optimization: Trends and Challenges	90
A Surrogate-Assisted Evolutionary Feature Selection Algorithm With Parallel Random Grouping for High-Dimensional Classification	86
Table of Contents	86

Many-to-Few Decomposition: Linking R2-Based and Decomposition-Based Multiobjective Efficient Global Optimization Algorithms	85
A Distributed Model Predictive Control-Based Method for Multidifferent-Target Search in Unknown Environments	85
Adaptive Multifactorial Evolutionary Optimization for Multitask Reinforcement Learning	82
Unsupervised Band Selection for Hyperspectral Images Classification: Particle Swarm Optimization via Cross-Domain Knowledge Transfer	81
Table of Contents	80
IEEE Transactions on Evolutionary Computation Information for Authors	80
Frequency Fitness Assignment: Optimization Without Bias for Good Solutions Can Be Efficient	79
Enhancing 3-D Land Seismic Data Using Nonlinear Beamforming Based on the Efficiency-Improved Genetic Algorithm	79
Fitness Landscape Optimization Makes Stochastic Symbolic Search By Genetic Programming Easier	77
Plotting Impossible? Surveying Visualization Methods for Continuous Multi-Objective Benchmark Problems	77
A Subspace Sparsity Driven Knowledge Transfer Strategy for Dynamic Constrained Multiobjective Optimization	77
A Unified Innovized Progress Operator for Performance Enhancement in Evolutionary Multi- and Many-Objective Optimization	76
Autoencoding With a Classifier System	76
A Large-Scale Multi-Objective Evolutionary Quantile Estimation Model for Wind Power Probabilistic Forecasting	75
Enhancing Dynamic Constrained Multi-Objective Optimization With Multi-Centers Based Prediction	72
MedNAS: Multiscale Training-Free Neural Architecture Search for Medical Image Analysis	69
Efficient Greedy Decremental Hypervolume Subset Selection Using Space Partition Tree	67
Multitree Genetic Programming for Learning Color and Multiscale Features in Image Classification	67
Data-Driven Dynamic Multiobjective Optimization With Response to Stochastic Changes for Municipal Solid Waste Incineration Process	67
Decomposition-Based Multiobjective Optimization Algorithms With Adaptively Adjusting Weight Vectors and Neighborhoods	65
A Variable Granularity Search-Based Multiobjective Feature Selection Algorithm for High-Dimensional Data Classification	65
IEEE Transactions on Evolutionary Computation Publication Information	64
Objective Space-Based Population Generation to Accelerate Evolutionary Algorithms for Large-Scale Many-Objective Optimization	64
A Global and Local Surrogate-Assisted Genetic Programming Approach to Image Classification	64
EGANS: Evolutionary Generative Adversarial Network Search for Zero-Shot Learning	62
TechRxiv: Share Your Preprint Research with the World!	61
Table of contents	61
Introducing IEEE Collabratec	61
IEEE Transactions on Evolutionary Computation Publication Information	61
Historical Information-assisted Dynamic Response Integration and Adaptive Niche Methods for Dynamic Multimodal Optimization	60
DG-SMOTE: A Distance-Angle-Based Genetic Synthetic Minority Over-Sampling Technique for Unbalanced Data Learning	60
Evolutionary Computation for the Design and Enrichment of General-Purpose Artificial Intelligence Systems: Survey and Prospects	59
Multitree Genetic Programming With New Operators for Transfer Learning in Symbolic Regression With Incomplete Data	58
Spatial-Temporal Knowledge Transfer for Dynamic Constrained Multiobjective Optimization	58
Learning-Based Temporal Sequence of Constrained Handling Selection for Constrained Multi-objective Evolutionary Optimization	58
Superpixel Segmentation-Based Evolutionary Multitasking Algorithm for Feature Selection of Hyperspectral Images	57
An Efficient Adaptive Differential Grouping Algorithm for Large-Scale Black-Box Optimization	57
IEEE Transactions on Evolutionary Computation Information for Authors	56
A Knowledge Guided Transfer Strategy for Evolutionary Dynamic Multiobjective Optimization	56
IEEE Transactions on Evolutionary Computation Publication Information	55
IEEE Transactions on Evolutionary Computation Information for Auhtors	55
IEEE Computational Intelligence Society Information	54
An Evolutionary Algorithm Based on CMSA for Rooted Max Tree Coverage	54
Nonzero Degree-Based Multiobjective Cooperative Coevolutionary for Block Sparse Recovery	53
A Surrogate-Assisted Constrained Optimization Evolutionary Algorithm by Searching Multiple Kinds of Global and Local Regions	52
Benchmarking Feature-Based Algorithm Selection Systems for Black-Box Numerical Optimization	52
Expensive Multiobjective Evolutionary Optimization Assisted by Dominance Prediction	51
A Decomposition-Based Evolutionary Algorithm With Clustering and Hierarchical Estimation for Multi-Objective Fuzzy Flexible Jobshop Scheduling	51
A Tree-Based Multiobjective Evolutionary Algorithm for Energy-Efficient Hybrid Flow-Shop Scheduling	51
Gradual Innovative Transitional Solutions Improving Current to a Desired Target: Innovation Path	51

Evolutionary Multitasking for Costly Task Offloading in Mobile-Edge Computing Networks	51
Semiparametric Estimation of Distribution Algorithms for Continuous Optimization	51
A Multiobjective Multitask Optimization Algorithm Using Transfer Rank	50
Visualizing Population Dynamics to Examine Algorithm Performance	50
Distributed Co-Evolutionary Memetic Algorithm for Distributed Hybrid Differentiation Flowshop Scheduling Problem	48
Objective-Constraint Mutual-Guided Surrogate-Based Particle Swarm Optimization for Expensive Constrained Multimodal Problems	48
Neural Architecture Search With Progressive Evaluation and Sub-Population Preservation	48
An Interval Multiobjective Evolutionary Generation Algorithm for Product Design Change Plans in Uncertain Environments	47
Neural Architecture Search Based on a Multi-Objective Evolutionary Algorithm With Probability Stack	46
Learning to Preselection: A Filter-Based Performance Predictor for Multiobjective Feature Selection in Classification	46
A Novel Dual-Stage Dual-Population Evolutionary Algorithm for Constrained Multiobjective Optimization	45
Multiobjective-Based Constraint-Handling Technique for Evolutionary Constrained Multiobjective Optimization: A New Perspective	45
Evolving Deep Convolutional Variational Autoencoders for Image Classification	43
Elite Archive-Assisted Adaptive Memetic Algorithm for a Realistic Hybrid Differentiation Flowshop Scheduling Problem	43
A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends	42
Solving Multiobjective Feature Selection Problems in Classification via Problem Reformulation and Duplication Handling	42
IEEE Transactions on Evolutionary Computation Information for Authors	40
Thank You for Your Authorship	40
Learning to Approximate: Auto Direction Vector Set Generation for Hypervolume Contribution Approximation	39
Domain Generalization-Based Dynamic Multiobjective Optimization: A Case Study on Disassembly Line Balancing	39
Counterintuitive Experimental Results in Evolutionary Large-Scale Multiobjective Optimization	39
Balancing Objective Optimization and Constraint Satisfaction in Expensive Constrained Evolutionary Multiobjective Optimization	39
Identifying Pareto Fronts Reliably Using a Multistage Reference-Vector-Based Framework	39
Machine Learning-Assisted Multiobjective Evolutionary Algorithm for Routing and Packing	39
Automated Metaheuristic Algorithm Design With Autoregressive Learning	38
Can Evolutionary Clustering Have Theoretical Guarantees?	38
Run Time Analysis for Random Local Search on Generalized Majority Functions	38
A Quantum Evolutionary Learning Tracker for Video	37
Balancing Different Optimization Difficulty Between Objectives in Multiobjective Feature Selection	37
Runtime Analysis of the Compact Genetic Algorithm on the LeadingOnes Benchmark	37
Neural Architecture Search for Text Classification With Limited Computing Resources Using Efficient Cartesian Genetic Programming	37
From Direct to Directional Variable Dependencies—Nonsymmetrical Dependencies Discovery in Real-World and Theoretical Problems	36
IEEE Transactions on Evolutionary Computation Publication Information	36
A Multifidelity Approach for Bilevel Optimization With Limited Computing Budget	36
Surrogate-Assisted Environmental Selection for Fast Hypervolume-Based Many-Objective Optimization	35
A Divide-and-Conquer Genetic Programming Algorithm With Ensembles for Image Classification	35
A Voting-Mechanism-Based Ensemble Framework for Constraint Handling Techniques	35
Active Learning in Genetic Programming: Guiding Efficient Data Collection for Symbolic Regression	35
Cross-Task Collaborative Optimization Based on Knowledge Transfer for Soft Robot Design	35
Targeted Pareto Optimization for Subset Selection With Monotone Objective Function and Cardinality Constraint	34
Leader Prediction for Multiobjective Particle Swarm Optimization	34
Correlation-Guided Updating Strategy for Feature Selection in Classification With Surrogate-Assisted Particle Swarm Optimization	34
A Divergence-Based Condition to Ensure Quantile Improvement in Black-Box Global Optimization	34
IEEE Transactions on Evolutionary Computation Publication Information	33
Enhancing Diversity by Local Subset Selection in Evolutionary Multiobjective Optimization	33
TechRxiv: Share Your Preprint Research with the World!	33
An Efficient Data-Driven Framework for Detecting Infeasible Solutions in Multiobjective Evolutionary Bilevel Optimization	33
Enhancing Fitness Evaluation in Genetic Algorithm-Based Architecture Search for AI-Aided Financial Regulation	33
Together, we are advancing technology	32
IEEE Transactions on Evolutionary Computation Information for Authors	32
A Joint-Encoding Evolutionary Algorithm for Multimodal Multiobjective Feature Selection in Classification	32
Dynamic Cascaded Flow-Shop Scheduling Using an Evolutionary Greedy Algorithm	31
Analyzing Dominance Move (MIP-DoM) Indicator for Multiobjective and Many-Objective Optimization	31
Table of Contents	31
Exact and Deep Q-Network Assisted Swarm Intelligence Methods for Scheduling Multi-Objective Heterogeneous Unmanned Surface Vehicles	31
Genetic Programming Hyper Heuristic With Elitist Mutation for Integrated Order Batching and Picker Routing Problem	30
Evolutionary Multiobjective Clustering Over Multiple Conflicting Data Views	30
Analysis of Evolutionary Algorithms on Fitness Function With Time-Linkage Property	29
Feature Extraction for Recommendation of Constrained Multiobjective Evolutionary Algorithms	29
Multitask Shape Optimization Using a 3-D Point Cloud Autoencoder as Unified Representation	28
A Multitask Bee Colony Band Selection Algorithm With Variable-Size Clustering for Hyperspectral Images	28
Differential Evolution With Domain Transform	28
Protein Structure Prediction Using a New Optimization-Based Evolutionary and Explainable Artificial Intelligence Approach	28
Posterior Decision Making Based on Decomposition-Driven Knee Point Identification	27
A Multistage Algorithm for Solving Multiobjective Optimization Problems With Multiconstraints	27
An Iterated Greedy Algorithm With Reinforcement Learning for Distributed Hybrid Flowshop Problems With Job Merging	27
Dual-Tree Genetic Programming for Few-Shot Image Classification	27
A Data-Driven Evolutionary Transfer Optimization for Expensive Problems in Dynamic Environments	27
A Mahalanobis Distance-Based Approach for Dynamic Multiobjective Optimization With Stochastic Changes	27
A Feedback Learning-Based Memetic Algorithm for Energy-Aware Distributed Flexible Job-Shop Scheduling With Transportation Constraints	26
Genetic Programming With Flexible Region Detection for Fine-Grained Image Classification	26
IEEE Computational Intelligence Society Information	25
Genetic Programming for Image Classification: A New Program Representation With Flexible Feature Reuse	25
IEEE Transactions on Evolutionary Computation Publication Information	25
A Multiform Evolutionary Search Paradigm for Bilevel Multiobjective Optimization	25
IEEE Transactions on Evolutionary Computation Society Information	25
ACO-GA-Based Optimization to Enhance Global Path Planning for Autonomous Navigation in Grid Environments	24
IEEE Computational Intelligence Society Information	24
Knowledge Transfer Genetic Programming With Auxiliary Population for Solving Uncertain Capacitated Arc Routing Problem	24
Light-EvoOPT: A Lightweight Evolutionary Optimization Framework for Ultra-Large-Scale Mixed Integer Linear Programs	24

IEEE Transactions on Evolutionary Computation Information for Authors	24
Table of Contents	23
A Two-Individual Evolutionary Algorithm for Cumulative Capacitated Vehicle Routing With Single and Multiple Depots	23
Dealing With Structure Constraints in Evolutionary Pareto Set Learning	23
Tailoring Evolutionary Algorithms to Solve the Multiobjective Location-Routing Problem for Biomass Waste Collection	23
Correlation-Based Dynamic Allocation Scheme of Fitness Evaluations for Constrained Evolutionary Optimization	23
ConCS: A Continual Classifier System for Continual Learning of Multiple Boolean Problems	22
A Scalable Many-Objective Pathfinding Benchmark Suite	22
A Knee-Guided Evolutionary Algorithm for Multi-Objective Air Traffic Flow Management	22
Benchmarking Derivative-Free Global Optimization Algorithms Under Limited Dimensions and Large Evaluation Budgets	22
A Framework Based on Historical Evolution Learning for Dynamic Multiobjective Optimization	22
Computationally Expensive High-Dimensional Multiobjective Optimization via Surrogate-Assisted Reformulation and Decomposition	22
Region Purity-Based Local Feature Selection: A Multiobjective Perspective	22
Optimizing Dynamic Flexible Job Shop Scheduling Using an Evolutionary Multi-Task Optimization Framework and Genetic Programming	22
Incremental Recursive Ranking Grouping for Large-Scale Global Optimization	22
Task Allocation on Layered Multiagent Systems: When Evolutionary Many-Objective Optimization Meets Deep Q-Learning	22
Expensive Multiobjective Optimization by Relation Learning and Prediction	22
A Two-stage Cooperative Discrete Differential Evolution With Q-Learning for Multi-Objective Energy-Efficient Distributed Blocking Flow-Shop Scheduling	22
Standardization and Data Augmentation in Genetic Programming	21
Solution Transfer in Evolutionary Optimization: An Empirical Study on Sequential Transfer	21
Table of Contents	21
IEEE Transactions on Evolutionary Computation Information for Authors	21
Bilevel Optimization via Collaborations Among Lower-Level Optimization Tasks	20
Set Theory-Based Operator Design in Evolutionary Algorithms for Solving Knapsack Problems	20
A Semantic-Based Hoist Mutation Operator for Evolutionary Feature Construction in Regression	20
Leader-Follower Disagreement Minimization in Social Networks	20
Quantum Acceleration of Black-Box Pseudo-Boolean Optimization Algorithms	20
Effects of Archive Size on Computation Time and Solution Quality for Multiobjective Optimization	20
A Tractive Population-Assisted Dual-Population and Two-Phase Evolutionary Algorithm for Constrained Multiobjective Optimization	20
Privacy-Enhanced Multitasking Particle Swarm Optimization Based on Homomorphic Encryption	19
Exploring the Performance-Reproducibility Trade-off in Quality-Diversity	19
CDE-GAN: Cooperative Dual Evolution-Based Generative Adversarial Network	19
Accelerating Bilevel Optimization with Hierarchical Many-threaded Parallel Differential Evolution	19
Offline Data-Driven Optimization at Scale: A Cooperative Coevolutionary Approach	19
Determining Metaheuristic Similarity Using Behavioral Analysis	19
Evolutionary Direction Learning With Multivariate Gaussian Probabilistic Model for Multiobjective Optimization	19
Co-Evolutionary Dual-Tree Genetic Programming for Fine-Grained Flower Image Classification	18
Fast Greedy Subset Selection From Large Candidate Solution Sets in Evolutionary Multiobjective Optimization	18
Benchmarking Optimization Algorithms for Auto-Tuning GPU Kernels	18
The Physical Cell Identity Assignment Problem: A Practical Optimization Approach	18
Evolutionary Bilevel Optimization via Multiobjective Transformation-Based Lower-Level Search	17
Large-Scale Multimodal Multiobjective Optimization Based on Multiview Diversity Enhancement Mechanism	17
An Enhanced Competitive Swarm Optimizer With Strongly Convex Sparse Operator for Large-Scale Multiobjective Optimization	17
Riesz s-Energy as a Diversity Indicator in Evolutionary Multiobjective Optimization	17
Statistical Models for the Analysis of Optimization Algorithms With Benchmark Functions	17
A Streaming Feature Selection Method Based on Dynamic Feature Clustering and Particle Swarm Optimization	17
Efficient Evolution of Variable Ordering for Binary Decision Diagram Optimization	16
Using an Estimation of Distribution Algorithm to Achieve Multitasking Semantic Web Service Composition	16
A Large-scale Expensive Optimization Algorithm with a Multi-view Synthetic Sampling	16
Optimization of an Implicit Acquisition Function for Federated Bayesian Many-Task Optimization	16
Table of Contents	16
Fractional Order Differential Evolution	16
On the Evolutionary Synthesis of Fault-Resilient Digital Circuits	16
Reduced-Space Multistream Classification Based on Multiobjective Evolutionary Optimization	16
Dynamic In Vivo Computation for Learning-Based Nanobiosensing in Time-Varying Biological Landscapes	16
IEEE Transactions on Evolutionary Computation Publication Information	16
Speeding-Up Evolutionary Algorithms to Solve Black-Box Optimization Problems	16