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 2021-05-01 to 2025-05-01.)

Article	Citations
Adversarial AutoEncoder-Based Large-Scale Dynamic Multi-Objective Evolutionary Algorithm	199
Multi-Agent Swarm Optimization With Adaptive Internal and External Learning for Complex Consensus-Based Distributed Optimization	173
Bayesian Performance Analysis for Algorithm Ranking Comparison	164
Revisiting Implicit and Explicit Averaging for Noisy Optimization	161
Quality Indicators for Preference-Based Evolutionary Multiobjective Optimization Using a Reference Point: A Review and Analysis	160
Approximation Guarantees for the Non-Dominated Sorting Genetic Algorithm II (NSGA-II)	137
TechRxiv: Share Your Preprint Research with the World!	124
Brain-Inspired Multi-Scale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks	120
A Deep Reinforcement Learning-Assisted Multimodal Multi-Objective Bi-Level Optimization Method for Multi-Robot Task Allocation	116
Evolutionary Search for Complete Neural Network Architectures With Partial Weight Sharing	115
EDA++: Estimation of Distribution Algorithms With Feasibility Conserving Mechanisms for Constrained Continuous Optimization	110
Multipopulation Ant Colony System With Knowledge-Based Local Searches for Multiobjective Supply Chain Configuration	109
Genetic Programming for Dynamic Flexible Job Shop Scheduling: Evolution With Single Individuals and Ensembles	100
A Bi-Objective Evolutionary Algorithm for Multimodal Multiobjective Optimization	99
BIAS: A Toolbox for Benchmarking Structural Bias in the Continuous Domain	97
A Surrogate-Assisted Evolutionary Feature Selection Algorithm With Parallel Random Grouping for High-Dimensional Classification	97
Survey on Genetic Programming and Machine Learning Techniques for Heuristic Design in Job Shop Scheduling	93
A Correlation-Guided Layered Prediction Approach for Evolutionary Dynamic Multiobjective Optimization	91
Evolutionary Constrained Multiobjective Optimization: Scalable High-Dimensional Constraint Benchmarks and Algorithm	90
A Review on Evolutionary Multitask Optimization: Trends and Challenges	88
Table of Contents	87
Enhancing Dynamic Constrained Multi-Objective Optimization With Multi-Centers Based Prediction	85
Many-to-Few Decomposition: Linking R2-Based and Decomposition-Based Multiobjective Efficient Global Optimization Algorithms	83
Adaptive Multifactorial Evolutionary Optimization for Multitask Reinforcement Learning	82
A Distributed Model Predictive Control-Based Method for Multidifferent-Target Search in Unknown Environments	77

Table of Contents	75
MedNAS: Multiscale Training-Free Neural Architecture Search for Medical Image Analysis	75
IEEE Transactions on Evolutionary Computation Information for Authors	74
Plotting Impossible? Surveying Visualization Methods for Continuous Multi-Objective Benchmark Problems	72
Frequency Fitness Assignment: Optimization Without Bias for Good Solutions Can Be Efficient	72
Fitness Landscape Optimization Makes Stochastic Symbolic Search By Genetic Programming Easier	72
Enhancing 3-D Land Seismic Data Using Nonlinear Beamforming Based on the Efficiency-Improved Genetic Algorithm	72
Autoencoding With a Classifier System	69
A Subspace Sparsity Driven Knowledge Transfer Strategy for Dynamic Constrained Multiobjective Optimization	69
Multi-Tree Genetic Programming for Learning Color and Multi-Scale Features in Image Classification	68
A Unified Innovized Progress Operator for Performance Enhancement in Evolutionary Multi- and Many-Objective Optimization	68
A Large-Scale Multi-Objective Evolutionary Quantile Estimation Model for Wind Power Probabilistic Forecasting	67
Decomposition-Based Multiobjective Optimization Algorithms With Adaptively Adjusting Weight Vectors and Neighborhoods	66
Efficient Greedy Decremental Hypervolume Subset Selection Using Space Partition Tree	66
A Variable Granularity Search-Based Multiobjective Feature Selection Algorithm for High-Dimensional Data Classification	66
Evolutionary Computation for the Design and Enrichment of General-Purpose Artificial Intelligence Systems: Survey and Prospects	65
Multitree Genetic Programming With New Operators for Transfer Learning in Symbolic Regression With Incomplete Data	65
EGANS: Evolutionary Generative Adversarial Network Search for Zero-Shot Learning	65
IEEE Transactions on Evolutionary Computation Publication Information	65
Introducing IEEE Collabratec	63
TechRxiv: Share Your Preprint Research with the World!	62
An Efficient Adaptive Differential Grouping Algorithm for Large-Scale Black-Box Optimization	61
Table of contents	60
IEEE Transactions on Evolutionary Computation Publication Information	60
Superpixel Segmentation Based Evolutionary Multitasking Algorithm for Feature Selection of Hyperspectral Images	58
Spatial-Temporal Knowledge Transfer for Dynamic Constrained Multiobjective Optimization	58
DG-SMOTE: A Distance-Angle-Based Genetic Synthetic Minority Over-Sampling Technique for Unbalanced Data Learning	58
A Global and Local Surrogate-Assisted Genetic Programming Approach to Image Classification	57
Historical Information-assisted Dynamic Response Integration and Adaptive Niche Methods for Dynamic Multimodal Optimization	54
Objective Space-Based Population Generation to Accelerate Evolutionary Algorithms for Large-Scale Many-Objective Optimization	54
IEEE Transactions on Evolutionary Computation Information for Authors	53
A Knowledge Guided Transfer Strategy for Evolutionary Dynamic Multiobjective Optimization	53
IEEE Transactions on Evolutionary Computation Information for Auhtors	52
IEEE Transactions on Evolutionary Computation Publication Information	52
Nonzero Degree-Based Multiobjective Cooperative Coevolutionary for Block Sparse Recovery	51
IEEE Computational Intelligence Society Information	51
An Evolutionary Algorithm Based on CMSA for Rooted Max Tree Coverage	51
A Surrogate-Assisted Constrained Optimization Evolutionary Algorithm by Searching Multiple Kinds of Global and Local Regions	50
Neural Architecture Search With Progressive Evaluation and Sub-Population Preservation	50
An Interval Multi-Objective Evolutionary Generation Algorithm for Product Design Change Plans in Uncertain Environments	50
A Tree-Based Multiobjective Evolutionary Algorithm for Energy-Efficient Hybrid Flow-Shop Scheduling	49
Gradual Innovative Transitional Solutions Improving Current to a Desired Target: Innovation Path	49
Evolutionary Multitasking for Costly Task Offloading in Mobile-Edge Computing Networks	49
A Decomposition-Based Evolutionary Algorithm With Clustering and Hierarchical Estimation for Multi-Objective Fuzzy Flexible Jobshop Scheduling	48
Evolving Deep Convolutional Variational Autoencoders for Image Classification	48
Benchmarking Feature-Based Algorithm Selection Systems for Black-Box Numerical Optimization	47
Semiparametric Estimation of Distribution Algorithms for Continuous Optimization	46
Multiobjective-Based Constraint-Handling Technique for Evolutionary Constrained Multiobjective Optimization: A New Perspective	46
Objective-Constraint Mutual-Guided Surrogate-Based Particle Swarm Optimization for Expensive Constrained Multimodal Problems	45
A Novel Dual-Stage Dual-Population Evolutionary Algorithm for Constrained Multiobjective Optimization	45

A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends	45
Elite Archive-Assisted Adaptive Memetic Algorithm for a Realistic Hybrid Differentiation Flowshop Scheduling Problem	44
Expensive Multiobjective Evolutionary Optimization Assisted by Dominance Prediction	44
Distributed Co-Evolutionary Memetic Algorithm for Distributed Hybrid Differentiation Flowshop Scheduling Problem	44
Visualizing Population Dynamics to Examine Algorithm Performance	43
Neural Architecture Search Based on a Multi-Objective Evolutionary Algorithm With Probability Stack	42
A Multiobjective Multitask Optimization Algorithm Using Transfer Rank	42
Solving Multiobjective Feature Selection Problems in Classification via Problem Reformulation and Duplication Handling	42
Thank You for Your Authorship	41
Learning to Preselection: A Filter-Based Performance Predictor for Multiobjective Feature Selection in Classification	41
IEEE Transactions on Evolutionary Computation Information for Authors	40
Neural Architecture Search for Text Classification With Limited Computing Resources Using Efficient Cartesian Genetic Programming	39
Leader Prediction for Multiobjective Particle Swarm Optimization	38
Enhancing Fitness Evaluation in Genetic Algorithm-Based Architecture Search for AI-Aided Financial Regulation	38
Identifying Pareto Fronts Reliably Using a Multistage Reference-Vector-Based Framework	38
A Divergence-Based Condition to Ensure Quantile Improvement in Black-Box Global Optimization	38
Counterintuitive Experimental Results in Evolutionary Large-Scale Multiobjective Optimization	38
Learning to Approximate: Auto Direction Vector Set Generation for Hypervolume Contribution Approximation	37
A Quantum Evolutionary Learning Tracker for Video	37
Enhancing Diversity by Local Subset Selection in Evolutionary Multiobjective Optimization	37
Run Time Analysis for Random Local Search on Generalized Majority Functions	37
Can Evolutionary Clustering Have Theoretical Guarantees?	36
Runtime Analysis of the Compact Genetic Algorithm on the LeadingOnes Benchmark	36
Automated Metaheuristic Algorithm Design With Autoregressive Learning	36
A Divide-and-Conquer Genetic Programming Algorithm With Ensembles for Image Classification	35
Surrogate-Assisted Environmental Selection for Fast Hypervolume-Based Many-Objective Optimization	35
A Voting-Mechanism-Based Ensemble Framework for Constraint Handling Techniques	35
Active Learning in Genetic Programming: Guiding Efficient Data Collection for Symbolic Regression	34
Targeted Pareto Optimization for Subset Selection With Monotone Objective Function and Cardinality Constraint	34
Machine Learning-Assisted Multiobjective Evolutionary Algorithm for Routing and Packing	34
Correlation-Guided Updating Strategy for Feature Selection in Classification With Surrogate-Assisted Particle Swarm Optimization	34
A Multifidelity Approach for Bilevel Optimization With Limited Computing Budget	34
From Direct to Directional Variable Dependencies—Nonsymmetrical Dependencies Discovery in Real-World and Theoretical Problems	33
Balancing Objective Optimization and Constraint Satisfaction in Expensive Constrained Evolutionary Multiobjective Optimization	33
IEEE Transactions on Evolutionary Computation Publication Information	33
Domain Generalization-Based Dynamic Multiobjective Optimization: A Case Study on Disassembly Line Balancing	33
Genetic Programming With Flexible Region Detection for Fine-Grained Image Classification	32
Balancing Different Optimization Difficulty Between Objectives in Multiobjective Feature Selection	32
TechRxiv: Share Your Preprint Research with the World!	31
Table of contents	31
Analysis of Evolutionary Algorithms on Fitness Function With Time-Linkage Property	31
IEEE Transactions on Evolutionary Computation Publication Information	31
Differential Evolution With Domain Transform	31
Protein Structure Prediction Using A New Optimization-Based Evolutionary and Explainable Artificial Intelligence Approach	30
Multitask Shape Optimization Using a 3-D Point Cloud Autoencoder as Unified Representation	29
A Multitask Bee Colony Band Selection Algorithm With Variable-Size Clustering for Hyperspectral Images	29
An Efficient Data-Driven Framework for Detecting Infeasible Solutions in Multiobjective Evolutionary Bilevel Optimization	29
Together, we are advancing technology	29
A Feedback Learning-Based Memetic Algorithm for Energy-Aware Distributed Flexible Job-Shop Scheduling With Transportation Constraints	29
IEEE Transactions on Evolutionary Computation Information for Authors	29
A Joint-Encoding Evolutionary Algorithm for Multimodal Multiobjective Feature Selection in Classification	28
Genetic Programming for Image Classification: A New Program Representation With Flexible Feature Reuse	28
A Multiform Evolutionary Search Paradigm for Bilevel Multiobjective Optimization	28
Table of Contents	28
Genetic Programming Hyper Heuristic With Elitist Mutation for Integrated Order Batching and Picker Routing Problem	27
Posterior Decision Making Based on Decomposition-Driven Knee Point Identification	27
Analyzing Dominance Move (MIP-DoM) Indicator for Multiobjective and Many-Objective Optimization	27
A Data-Driven Evolutionary Transfer Optimization for Expensive Problems in Dynamic Environments	27
Evolutionary Multiobjective Clustering Over Multiple Conflicting Data Views	27
Exact and Deep Q-Network Assisted Swarm Intelligence Methods for Scheduling Multi-Objective Heterogeneous Unmanned Surface Vehicles	27
Feature Extraction for Recommendation of Constrained Multiobjective Evolutionary Algorithms	27
A Mahalanobis Distance-Based Approach for Dynamic Multiobjective Optimization With Stochastic Changes	26
An Iterated Greedy Algorithm With Reinforcement Learning for Distributed Hybrid FlowShop Problems With Job Merging	26
Dual-Tree Genetic Programming for Few-Shot Image Classification	26
A Multistage Algorithm for Solving Multiobjective Optimization Problems With Multiconstraints	26
Dynamic Cascaded Flow-Shop Scheduling Using an Evolutionary Greedy Algorithm	25
IEEE Transactions on Evolutionary Computation Publication Information	25
IEEE Transactions on Evolutionary Computation Society Information	25
Knowledge Transfer Genetic Programming With Auxiliary Population for Solving Uncertain Capacitated Arc Routing Problem	25
IEEE Computational Intelligence Society Information	24
ConCS: A Continual Classifier System for Continual Learning of Multiple Boolean Problems	24
IEEE Computational Intelligence Society Information	23
Region Purity-Based Local Feature Selection: A Multiobjective Perspective	23
Computationally Expensive High-Dimensional Multiobjective Optimization via Surrogate-Assisted Reformulation and Decomposition	23
Light-EvoOPT: A Lightweight Evolutionary Optimization Framework for Ultra-Large-Scale Mixed Integer Linear Programs	23
A Two-Individual Evolutionary Algorithm for Cumulative Capacitated Vehicle Routing With Single and Multiple Depots	22
Dealing With Structure Constraints in Evolutionary Pareto Set Learning	22
IEEE Transactions on Evolutionary Computation Information for Authors	22
ACO-GA-Based Optimization to Enhance Global Path Planning for Autonomous Navigation in Grid Environments	22
Benchmarking Derivative-Free Global Optimization Algorithms Under Limited Dimensions and Large Evaluation Budgets	22

A Knee-Guided Evolutionary Algorithm for Multi-Objective Air Traffic Flow Management	21
Tailoring Evolutionary Algorithms to Solve the Multiobjective Location-Routing Problem for Biomass Waste Collection	21
Incremental Recursive Ranking Grouping for Large-Scale Global Optimization	21
Optimizing Dynamic Flexible Job Shop Scheduling Using an Evolutionary Multi-Task Optimization Framework and Genetic Programming	21
A Multipopulation Evolutionary Algorithm for Solving Large-Scale Multimodal Multiobjective Optimization Problems	21
Task Allocation on Layered Multiagent Systems: When Evolutionary Many-Objective Optimization Meets Deep Q-Learning	21
Solution Transfer in Evolutionary Optimization: An Empirical Study on Sequential Transfer	21
Expensive Multiobjective Optimization by Relation Learning and Prediction	20
A Scalable Many-Objective Pathfinding Benchmark Suite	20
Correlation-Based Dynamic Allocation Scheme of Fitness Evaluations for Constrained Evolutionary Optimization	20
Exploring the Performance-Reproducibility Trade-off in Quality-Diversity	19
A Semantic-Based Hoist Mutation Operator for Evolutionary Feature Construction in Regression	19
A Framework Based on Historical Evolution Learning for Dynamic Multiobjective Optimization	19
IEEE Transactions on Evolutionary Computation Information for Authors	19
Benchmarking Optimization Algorithms for Auto-Tuning GPU Kernels	19
Table of Contents	19
Dynamic In Vivo Computation for Learning-Based Nanobiosensing in Time-Varying Biological Landscapes	19
Riesz s-Energy as a Diversity Indicator in Evolutionary Multi-Objective Optimization	18
Determining Metaheuristic Similarity Using Behavioral Analysis	18
Quantum Acceleration of Black-Box Pseudo-Boolean Optimization Algorithms	18
Offline Data-Driven Optimization at Scale: A Cooperative Coevolutionary Approach	18
Standardization and Data Augmentation in Genetic Programming	18
Set Theory-Based Operator Design in Evolutionary Algorithms for Solving Knapsack Problems	18
A Tractive Population-Assisted Dual-Population and Two-Phase Evolutionary Algorithm for Constrained Multiobjective Optimization	18
The Physical Cell Identity Assignment Problem: A Practical Optimization Approach	17
Bilevel Optimization via Collaborations Among Lower-Level Optimization Tasks	17
CDE-GAN: Cooperative Dual Evolution-Based Generative Adversarial Network	17
Evolutionary Bilevel Optimization via Multiobjective Transformation-Based Lower-Level Search	17
Evolutionary Direction Learning With Multivariate Gaussian Probabilistic Model for Multiobjective Optimization	17
Effects of Archive Size on Computation Time and Solution Quality for Multiobjective Optimization	17
An Enhanced Competitive Swarm Optimizer With Strongly Convex Sparse Operator for Large-Scale Multiobjective Optimization	16
Fast Greedy Subset Selection From Large Candidate Solution Sets in Evolutionary Multiobjective Optimization	16
Evaluation of Frameworks That Combine Evolution and Learning to Design Robots in Complex Morphological Spaces	16
Accelerating Bilevel Optimization with Hierarchical Many-threaded Parallel Differential Evolution	16
Statistical Models for the Analysis of Optimization Algorithms With Benchmark Functions	16
IEEE Transactions on Evolutionary Computation Publication Information	16
Table of Contents	16
Privacy-Enhanced Multitasking Particle Swarm Optimization Based on Homomorphic Encryption	16
A Streaming Feature Selection Method Based on Dynamic Feature Clustering and Particle Swarm Optimization	16
On the Evolutionary Synthesis of Fault-Resilient Digital Circuits	16
Solving the Single-Row Facility Layout Problem by K-Medoids Memetic Permutation Group	15
Speeding-Up Evolutionary Algorithms to Solve Black-Box Optimization Problems	15
An Evolutionary Forest for Regression	15
Evolutionary Alternating Direction Method of Multipliers for Constrained Multi-Objective Optimization With Unknown Constraints	15
Large-Scale Evolutionary Multiobjective Optimization Assisted by Directed Sampling	15
Evolutionary Competitive Multitasking Optimization	15
A Survey on Evolutionary Computation for Identifying Biomarkers of Complex Disease	15