OOIR: Observatory of International Research

Papers

(The TQCC of IEEE Transactions on Evolutionary Computation is 15. 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 2021-06-01 to 2025-06-01.)

Article	Citations
Adversarial AutoEncoder-Based Large-Scale Dynamic Multi-Objective Evolutionary Algorithm	205
Multi-Agent Swarm Optimization With Adaptive Internal and External Learning for Complex Consensus-Based Distributed Optimization	178
Revisiting Implicit and Explicit Averaging for Noisy Optimization	167
Approximation Guarantees for the Non-Dominated Sorting Genetic Algorithm II (NSGA-II)	166
Quality Indicators for Preference-Based Evolutionary Multiobjective Optimization Using a Reference Point: A Review and Analysis	166
TechRxiv: Share Your Preprint Research with the World!	145
Brain-Inspired Multi-Scale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks	132
EDA++: Estimation of Distribution Algorithms With Feasibility Conserving Mechanisms for Constrained Continuous Optimization	125
Dynamic Multi-Objective Optimisation Based on Vector Autoregressive Evolution	119
Knowledge Transfer With Mixture Model in Dynamic Multi-Objective Optimization	119
Genetic Programming for Dynamic Flexible Job Shop Scheduling: Evolution With Single Individuals and Ensembles	114
A Review on Evolutionary Multitask Optimization: Trends and Challenges	112
A Bi-Objective Evolutionary Algorithm for Multimodal Multiobjective Optimization	104
ENERGIZE: A Neuroevolution Framework for Energy-Efficient Machine Learning	104
Evolutionary Constrained Multiobjective Optimization: Scalable High-Dimensional Constraint Benchmarks and Algorithm	102
Difficulties of the NSGA-II With the Many-Objective LeadingOnes Problem	100
BIAS: A Toolbox for Benchmarking Structural Bias in the Continuous Domain	96
Evolutionary Search for Complete Neural Network Architectures With Partial Weight Sharing	95
A Surrogate-Assisted Evolutionary Feature Selection Algorithm With Parallel Random Grouping for High-Dimensional Classification	94
Survey on Genetic Programming and Machine Learning Techniques for Heuristic Design in Job Shop Scheduling	94
Bayesian Performance Analysis for Algorithm Ranking Comparison	89
A Deep Reinforcement Learning-Assisted Multimodal Multiobjective Bilevel Optimization Method for Multirobot Task Allocation	86
Multipopulation Ant Colony System With Knowledge-Based Local Searches for Multiobjective Supply Chain Configuration	86
A Correlation-Guided Layered Prediction Approach for Evolutionary Dynamic Multiobjective Optimization	84
Table of Contents	80

Many-to-Few Decomposition: Linking R2-Based and Decomposition-Based Multiobjective Efficient Global Optimization Algorithms	79
A Distributed Model Predictive Control-Based Method for Multidifferent-Target Search in Unknown Environments	78
Decomposition-Based Multiobjective Optimization Algorithms With Adaptively Adjusting Weight Vectors and Neighborhoods	78
Table of Contents	75
Enhancing 3-D Land Seismic Data Using Nonlinear Beamforming Based on the Efficiency-Improved Genetic Algorithm	74
IEEE Transactions on Evolutionary Computation Information for Authors	74
Frequency Fitness Assignment: Optimization Without Bias for Good Solutions Can Be Efficient	74
Plotting Impossible? Surveying Visualization Methods for Continuous Multi-Objective Benchmark Problems	73
Fitness Landscape Optimization Makes Stochastic Symbolic Search By Genetic Programming Easier	72
A Subspace Sparsity Driven Knowledge Transfer Strategy for Dynamic Constrained Multiobjective Optimization	72
Autoencoding With a Classifier System	71
A Unified Innovized Progress Operator for Performance Enhancement in Evolutionary Multi- and Many-Objective Optimization	70
A Large-Scale Multi-Objective Evolutionary Quantile Estimation Model for Wind Power Probabilistic Forecasting	69
Efficient Greedy Decremental Hypervolume Subset Selection Using Space Partition Tree	69
MedNAS: Multiscale Training-Free Neural Architecture Search for Medical Image Analysis	69
Multi-Tree Genetic Programming for Learning Color and Multi-Scale Features in Image Classification	69
Enhancing Dynamic Constrained Multi-Objective Optimization With Multi-Centers Based Prediction	69
A Variable Granularity Search-Based Multiobjective Feature Selection Algorithm for High-Dimensional Data Classification	67
IEEE Transactions on Evolutionary Computation Publication Information	66
Adaptive Multifactorial Evolutionary Optimization for Multitask Reinforcement Learning	66
EGANS: Evolutionary Generative Adversarial Network Search for Zero-Shot Learning	65
Introducing IEEE Collabratec	65
An Efficient Adaptive Differential Grouping Algorithm for Large-Scale Black-Box Optimization	63
TechRxiv: Share Your Preprint Research with the World!	63
Table of contents	61
DG-SMOTE: A Distance-Angle-Based Genetic Synthetic Minority Over-Sampling Technique for Unbalanced Data Learning	59
IEEE Transactions on Evolutionary Computation Publication Information	59
Superpixel Segmentation Based Evolutionary Multitasking Algorithm for Feature Selection of Hyperspectral Images	58
Spatial-Temporal Knowledge Transfer for Dynamic Constrained Multiobjective Optimization	57
A Global and Local Surrogate-Assisted Genetic Programming Approach to Image Classification	56
Objective Space-Based Population Generation to Accelerate Evolutionary Algorithms for Large-Scale Many-Objective Optimization	56
Historical Information-assisted Dynamic Response Integration and Adaptive Niche Methods for Dynamic Multimodal Optimization	56
Evolutionary Computation for the Design and Enrichment of General-Purpose Artificial Intelligence Systems: Survey and Prospects	55
A Knowledge Guided Transfer Strategy for Evolutionary Dynamic Multiobjective Optimization	55
Multitree Genetic Programming With New Operators for Transfer Learning in Symbolic Regression With Incomplete Data	55
IEEE Transactions on Evolutionary Computation Information for Authors	54
IEEE Transactions on Evolutionary Computation Publication Information	54
IEEE Transactions on Evolutionary Computation Information for Auhtors	53
IEEE Computational Intelligence Society Information	53
An Evolutionary Algorithm Based on CMSA for Rooted Max Tree Coverage	52
Nonzero Degree-Based Multiobjective Cooperative Coevolutionary for Block Sparse Recovery	51
Evolutionary Multitasking for Costly Task Offloading in Mobile-Edge Computing Networks	51
A Surrogate-Assisted Constrained Optimization Evolutionary Algorithm by Searching Multiple Kinds of Global and Local Regions	51
Gradual Innovative Transitional Solutions Improving Current to a Desired Target: Innovation Path	50
Benchmarking Feature-Based Algorithm Selection Systems for Black-Box Numerical Optimization	50
A Decomposition-Based Evolutionary Algorithm With Clustering and Hierarchical Estimation for Multi-Objective Fuzzy Flexible Jobshop Scheduling	50
Semiparametric Estimation of Distribution Algorithms for Continuous Optimization	48
Objective-Constraint Mutual-Guided Surrogate-Based Particle Swarm Optimization for Expensive Constrained Multimodal Problems	48
A Tree-Based Multiobjective Evolutionary Algorithm for Energy-Efficient Hybrid Flow-Shop Scheduling	47
A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends	47

Visualizing Population Dynamics to Examine Algorithm Performance	46
Learning to Preselection: A Filter-Based Performance Predictor for Multiobjective Feature Selection in Classification	46
Evolving Deep Convolutional Variational Autoencoders for Image Classification	46
Elite Archive-Assisted Adaptive Memetic Algorithm for a Realistic Hybrid Differentiation Flowshop Scheduling Problem	45
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
Neural Architecture Search With Progressive Evaluation and Sub-Population Preservation	44
Neural Architecture Search Based on a Multi-Objective Evolutionary Algorithm With Probability Stack	44
Solving Multiobjective Feature Selection Problems in Classification via Problem Reformulation and Duplication Handling	44
A Multiobjective Multitask Optimization Algorithm Using Transfer Rank	43
Distributed Co-Evolutionary Memetic Algorithm for Distributed Hybrid Differentiation Flowshop Scheduling Problem	43
Expensive Multiobjective Evolutionary Optimization Assisted by Dominance Prediction	42
Thank You for Your Authorship	41
An Interval Multiobjective Evolutionary Generation Algorithm for Product Design Change Plans in Uncertain Environments	41
IEEE Transactions on Evolutionary Computation Information for Authors	40
A Divergence-Based Condition to Ensure Quantile Improvement in Black-Box Global Optimization	39
Enhancing Fitness Evaluation in Genetic Algorithm-Based Architecture Search for AI-Aided Financial Regulation	39
Neural Architecture Search for Text Classification With Limited Computing Resources Using Efficient Cartesian Genetic Programming	39
Counterintuitive Experimental Results in Evolutionary Large-Scale Multiobjective Optimization	38
Identifying Pareto Fronts Reliably Using a Multistage Reference-Vector-Based Framework	38
Leader Prediction for Multiobjective Particle Swarm Optimization	38
Enhancing Diversity by Local Subset Selection in Evolutionary Multiobjective Optimization	37
Run Time Analysis for Random Local Search on Generalized Majority Functions	37
Learning to Approximate: Auto Direction Vector Set Generation for Hypervolume Contribution Approximation	37
Automated Metaheuristic Algorithm Design With Autoregressive Learning	37
A Quantum Evolutionary Learning Tracker for Video	37
Can Evolutionary Clustering Have Theoretical Guarantees?	37
A Multifidelity Approach for Bilevel Optimization With Limited Computing Budget	36
Runtime Analysis of the Compact Genetic Algorithm on the LeadingOnes Benchmark	36
A Divide-and-Conquer Genetic Programming Algorithm With Ensembles for Image Classification	35
IEEE Transactions on Evolutionary Computation Publication Information	35
Active Learning in Genetic Programming: Guiding Efficient Data Collection for Symbolic Regression	35
From Direct to Directional Variable Dependencies—Nonsymmetrical Dependencies Discovery in Real-World and Theoretical Problems	35
Balancing Different Optimization Difficulty Between Objectives in Multiobjective Feature Selection	34
Balancing Objective Optimization and Constraint Satisfaction in Expensive Constrained Evolutionary Multiobjective Optimization	34
Surrogate-Assisted Environmental Selection for Fast Hypervolume-Based Many-Objective Optimization	34
Targeted Pareto Optimization for Subset Selection With Monotone Objective Function and Cardinality Constraint	34
Cross-Task Collaborative Optimization Based on Knowledge Transfer for Soft Robot Design	33
Domain Generalization-Based Dynamic Multiobjective Optimization: A Case Study on Disassembly Line Balancing	33
Correlation-Guided Updating Strategy for Feature Selection in Classification With Surrogate-Assisted Particle Swarm Optimization	33
Machine Learning-Assisted Multiobjective Evolutionary Algorithm for Routing and Packing	33
A Voting-Mechanism-Based Ensemble Framework for Constraint Handling Techniques	33
An Efficient Data-Driven Framework for Detecting Infeasible Solutions in Multiobjective Evolutionary Bilevel Optimization	32
Analysis of Evolutionary Algorithms on Fitness Function With Time-Linkage Property	32
IEEE Transactions on Evolutionary Computation Publication Information	32
Table of contents	32
IEEE Transactions on Evolutionary Computation Information for Authors	32
TechRxiv: Share Your Preprint Research with the World!	32
Together, we are advancing technology	31
Feature Extraction for Recommendation of Constrained Multiobjective Evolutionary Algorithms	30
A Feedback Learning-Based Memetic Algorithm for Energy-Aware Distributed Flexible Job-Shop Scheduling With Transportation Constraints	30
A Joint-Encoding Evolutionary Algorithm for Multimodal Multiobjective Feature Selection in Classification	30
A Multiform Evolutionary Search Paradigm for Bilevel Multiobjective Optimization	30
Analyzing Dominance Move (MIP-DoM) Indicator for Multiobjective and Many-Objective Optimization	30
Dynamic Cascaded Flow-Shop Scheduling Using an Evolutionary Greedy Algorithm	29
Exact and Deep Q-Network Assisted Swarm Intelligence Methods for Scheduling Multi-Objective Heterogeneous Unmanned Surface Vehicles	29
Posterior Decision Making Based on Decomposition-Driven Knee Point Identification	29
A Multistage Algorithm for Solving Multiobjective Optimization Problems With Multiconstraints	29
Table of Contents	28
Genetic Programming for Image Classification: A New Program Representation With Flexible Feature Reuse	28
Genetic Programming Hyper Heuristic With Elitist Mutation for Integrated Order Batching and Picker Routing Problem	28
Genetic Programming With Flexible Region Detection for Fine-Grained Image Classification	27
A Mahalanobis Distance-Based Approach for Dynamic Multiobjective Optimization With Stochastic Changes	27
Evolutionary Multiobjective Clustering Over Multiple Conflicting Data Views	27
Dual-Tree Genetic Programming for Few-Shot Image Classification	27
Multitask Shape Optimization Using a 3-D Point Cloud Autoencoder as Unified Representation	27
A Data-Driven Evolutionary Transfer Optimization for Expensive Problems in Dynamic Environments	27
A Multitask Bee Colony Band Selection Algorithm With Variable-Size Clustering for Hyperspectral Images	26
Protein Structure Prediction Using a New Optimization-Based Evolutionary and Explainable Artificial Intelligence Approach	26
An Iterated Greedy Algorithm With Reinforcement Learning for Distributed Hybrid Flowshop Problems With Job Merging	25
Differential Evolution With Domain Transform	25
IEEE Transactions on Evolutionary Computation Society Information	25
Light-EvoOPT: A Lightweight Evolutionary Optimization Framework for Ultra-Large-Scale Mixed Integer Linear Programs	24
Computationally Expensive High-Dimensional Multiobjective Optimization via Surrogate-Assisted Reformulation and Decomposition	24
IEEE Computational Intelligence Society Information	24
IEEE Computational Intelligence Society Information	24
ConCS: A Continual Classifier System for Continual Learning of Multiple Boolean Problems	24
IEEE Transactions on Evolutionary Computation Publication Information	24
ACO-GA-Based Optimization to Enhance Global Path Planning for Autonomous Navigation in Grid Environments	23
Benchmarking Derivative-Free Global Optimization Algorithms Under Limited Dimensions and Large Evaluation Budgets	23

IEEE Transactions on Evolutionary Computation Information for Authors	22
A Scalable Many-Objective Pathfinding Benchmark Suite	22
A Knee-Guided Evolutionary Algorithm for Multi-Objective Air Traffic Flow Management	22
A Two-Individual Evolutionary Algorithm for Cumulative Capacitated Vehicle Routing With Single and Multiple Depots	22
Tailoring Evolutionary Algorithms to Solve the Multiobjective Location-Routing Problem for Biomass Waste Collection	22
Knowledge Transfer Genetic Programming With Auxiliary Population for Solving Uncertain Capacitated Arc Routing Problem	22
Solution Transfer in Evolutionary Optimization: An Empirical Study on Sequential Transfer	22
Region Purity-Based Local Feature Selection: A Multiobjective Perspective	22
Correlation-Based Dynamic Allocation Scheme of Fitness Evaluations for Constrained Evolutionary Optimization	21
A Multipopulation Evolutionary Algorithm for Solving Large-Scale Multimodal Multiobjective Optimization Problems	21
Incremental Recursive Ranking Grouping for Large-Scale Global Optimization	21
Dealing With Structure Constraints in Evolutionary Pareto Set Learning	20
A Framework Based on Historical Evolution Learning for Dynamic Multiobjective Optimization	20
Table of Contents	20
Expensive Multiobjective Optimization by Relation Learning and Prediction	20
IEEE Transactions on Evolutionary Computation Information for Authors	20
Task Allocation on Layered Multiagent Systems: When Evolutionary Many-Objective Optimization Meets Deep Q-Learning	20
Optimizing Dynamic Flexible Job Shop Scheduling Using an Evolutionary Multi-Task Optimization Framework and Genetic Programming	20
Standardization and Data Augmentation in Genetic Programming	19
A Semantic-Based Hoist Mutation Operator for Evolutionary Feature Construction in Regression	19
Dynamic In Vivo Computation for Learning-Based Nanobiosensing in Time-Varying Biological Landscapes	19
Offline Data-Driven Optimization at Scale: A Cooperative Coevolutionary Approach	19
Table of Contents	19
Exploring the Performance-Reproducibility Trade-off in Quality-Diversity	19
CDE-GAN: Cooperative Dual Evolution-Based Generative Adversarial Network	18
Set Theory-Based Operator Design in Evolutionary Algorithms for Solving Knapsack Problems	18
Evolutionary Bilevel Optimization via Multiobjective Transformation-Based Lower-Level Search	18
A Tractive Population-Assisted Dual-Population and Two-Phase Evolutionary Algorithm for Constrained Multiobjective Optimization	18
Quantum Acceleration of Black-Box Pseudo-Boolean Optimization Algorithms	18
Bilevel Optimization via Collaborations Among Lower-Level Optimization Tasks	18
Statistical Models for the Analysis of Optimization Algorithms With Benchmark Functions	18
Riesz s-Energy as a Diversity Indicator in Evolutionary Multi-Objective Optimization	18
Leader-Follower Disagreement Minimization in Social Networks	17
Fast Greedy Subset Selection From Large Candidate Solution Sets in Evolutionary Multiobjective Optimization	17
Evolutionary Direction Learning With Multivariate Gaussian Probabilistic Model for Multiobjective Optimization	17
A Streaming Feature Selection Method Based on Dynamic Feature Clustering and Particle Swarm Optimization	17
Privacy-Enhanced Multitasking Particle Swarm Optimization Based on Homomorphic Encryption	17
Benchmarking Optimization Algorithms for Auto-Tuning GPU Kernels	17
Determining Metaheuristic Similarity Using Behavioral Analysis	17
Accelerating Bilevel Optimization with Hierarchical Many-threaded Parallel Differential Evolution	17
Effects of Archive Size on Computation Time and Solution Quality for Multiobjective Optimization	16
Evaluation of Frameworks That Combine Evolution and Learning to Design Robots in Complex Morphological Spaces	16
An Enhanced Competitive Swarm Optimizer With Strongly Convex Sparse Operator for Large-Scale Multiobjective Optimization	16
Table of Contents	16
IEEE Transactions on Evolutionary Computation Publication Information	16
The Physical Cell Identity Assignment Problem: A Practical Optimization Approach	16
Evolutionary Alternating Direction Method of Multipliers for Constrained Multi-Objective Optimization With Unknown Constraints	16
Dynamic Transfer Reference Point-Oriented MOEA/D Involving Local Objective-Space Knowledge	15
A Surrogate-Assisted Differential Evolution With Knowledge Transfer for Expensive Incremental Optimization Problems	15
A Large-scale Expensive Optimization Algorithm with a Multi-view Synthetic Sampling	15
Evolutionary Large-Scale Multiobjective Optimization: Benchmarks and Algorithms	15
An Evolutionary Forest for Regression	15
Reduced-Space Multistream Classification Based on Multiobjective Evolutionary Optimization	15
Efficient Evolution of Variable Ordering for Binary Decision Diagram Optimization	15
Niching Genetic Programming to Learn Actions for Deep Reinforcement Learning in Dynamic Flexible Scheduling	15
A Survey on Evolutionary Computation for Identifying Biomarkers of Complex Disease	15
Using an Estimation of Distribution Algorithm to Achieve Multitasking Semantic Web Service Composition	15
Speeding-Up Evolutionary Algorithms to Solve Black-Box Optimization Problems	15
On the Evolutionary Synthesis of Fault-Resilient Digital Circuits	15