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 2021-09-01 to 2025-09-01.)

Article	Citations
TechRxiv: Share Your Preprint Research with the World!	241
Revisiting Implicit and Explicit Averaging for Noisy Optimization	203
EDA++: Estimation of Distribution Algorithms With Feasibility Conserving Mechanisms for Constrained Continuous Optimization	193
Genetic Programming for Dynamic Flexible Job Shop Scheduling: Evolution With Single Individuals and Ensembles	160
Dynamic Multi-Objective Optimisation Based on Vector Autoregressive Evolution	156
ENERGIZE: A Neuroevolution Framework for Energy-Efficient Machine Learning	142
Difficulties of the NSGA-II With the Many-Objective LeadingOnes Problem	136
Brain-Inspired Multi-Scale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks	134
Quality Indicators for Preference-Based Evolutionary Multiobjective Optimization Using a Reference Point: A Review and Analysis	133
Multiagent Swarm Optimization With Adaptive Internal and External Learning for Complex Consensus-Based Distributed Optimization	119
Adversarial AutoEncoder-Based Large-Scale Dynamic Multiobjective Evolutionary Algorithm	115
Data-Driven Evolutionary Computation Under Continuously Streaming Environments: A Drift-Aware Approach	114
A Bi-Objective Evolutionary Algorithm for Multimodal Multiobjective Optimization	112
BIAS: A Toolbox for Benchmarking Structural Bias in the Continuous Domain	107
Evolutionary Search for Complete Neural Network Architectures With Partial Weight Sharing	104
Knowledge Transfer With Mixture Model in Dynamic Multi-Objective Optimization	101
Space Net Optimization for Single Objective Bound Constrained Problems	91
A Surrogate-Assisted Evolutionary Feature Selection Algorithm With Parallel Random Grouping for High-Dimensional Classification	91
Multipopulation Ant Colony System With Knowledge-Based Local Searches for Multiobjective Supply Chain Configuration	89
A Deep Reinforcement Learning-Assisted Multimodal Multiobjective Bilevel Optimization Method for Multirobot Task Allocation	88
Bayesian Performance Analysis for Algorithm Ranking Comparison	87
Approximation Guarantees for the Nondominated Sorting Genetic Algorithm II (NSGA-II)	85
A Correlation-Guided Layered Prediction Approach for Evolutionary Dynamic Multiobjective Optimization	84
A Review on Evolutionary Multitask Optimization: Trends and Challenges	84
Evolutionary Constrained Multiobjective Optimization: Scalable High-Dimensional Constraint Benchmarks and Algorithm	83

Survey on Genetic Programming and Machine Learning Techniques for Heuristic Design in Job Shop Scheduling	83
Table of Contents	81
Many-to-Few Decomposition: Linking R2-Based and Decomposition-Based Multiobjective Efficient Global Optimization Algorithms	80
A Distributed Model Predictive Control-Based Method for Multidifferent-Target Search in Unknown Environments	79
Adaptive Multifactorial Evolutionary Optimization for Multitask Reinforcement Learning	78
Unsupervised Band Selection for Hyperspectral Images Classification: Particle Swarm Optimization via Cross-Domain Knowledge Transfer	76
Frequency Fitness Assignment: Optimization Without Bias for Good Solutions Can Be Efficient	72
A Variable Granularity Search-Based Multiobjective Feature Selection Algorithm for High-Dimensional Data Classification	70
Table of Contents	70
Plotting Impossible? Surveying Visualization Methods for Continuous Multi-Objective Benchmark Problems	70
IEEE Transactions on Evolutionary Computation Information for Authors	68
Enhancing 3-D Land Seismic Data Using Nonlinear Beamforming Based on the Efficiency-Improved Genetic Algorithm	68
Fitness Landscape Optimization Makes Stochastic Symbolic Search By Genetic Programming Easier	67
A Subspace Sparsity Driven Knowledge Transfer Strategy for Dynamic Constrained Multiobjective Optimization	67
A Large-Scale Multi-Objective Evolutionary Quantile Estimation Model for Wind Power Probabilistic Forecasting	66
A Unified Innovized Progress Operator for Performance Enhancement in Evolutionary Multi- and Many-Objective Optimization	66
MedNAS: Multiscale Training-Free Neural Architecture Search for Medical Image Analysis	65
Multitree Genetic Programming for Learning Color and Multiscale Features in Image Classification	65
Data-Driven Dynamic Multiobjective Optimization With Response to Stochastic Changes for Municipal Solid Waste Incineration Process	64
Efficient Greedy Decremental Hypervolume Subset Selection Using Space Partition Tree	64
Autoencoding With a Classifier System	64
Enhancing Dynamic Constrained Multi-Objective Optimization With Multi-Centers Based Prediction	62
Decomposition-Based Multiobjective Optimization Algorithms With Adaptively Adjusting Weight Vectors and Neighborhoods	61
IEEE Transactions on Evolutionary Computation Publication Information	61
Introducing IEEE Collabratec	60
IEEE Transactions on Evolutionary Computation Publication Information	59
Table of contents	59
TechRxiv: Share Your Preprint Research with the World!	59
Learning-Based Temporal Sequence of Constrained Handling Selection for Constrained Multi-objective Evolutionary Optimization	58
DG-SMOTE: A Distance-Angle-Based Genetic Synthetic Minority Over-Sampling Technique for Unbalanced Data Learning	58
Evolutionary Computation for the Design and Enrichment of General-Purpose Artificial Intelligence Systems: Survey and Prospects	58
Multitree Genetic Programming With New Operators for Transfer Learning in Symbolic Regression With Incomplete Data	58
Objective Space-Based Population Generation to Accelerate Evolutionary Algorithms for Large-Scale Many-Objective Optimization	57
Spatial-Temporal Knowledge Transfer for Dynamic Constrained Multiobjective Optimization	55
EGANS: Evolutionary Generative Adversarial Network Search for Zero-Shot Learning	55
Superpixel Segmentation-Based Evolutionary Multitasking Algorithm for Feature Selection of Hyperspectral Images	55
A Global and Local Surrogate-Assisted Genetic Programming Approach to Image Classification	55
Historical Information-assisted Dynamic Response Integration and Adaptive Niche Methods for Dynamic Multimodal Optimization	54
An Efficient Adaptive Differential Grouping Algorithm for Large-Scale Black-Box 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
IEEE Computational Intelligence Society Information	52
Nonzero Degree-Based Multiobjective Cooperative Coevolutionary for Block Sparse Recovery	50
An Evolutionary Algorithm Based on CMSA for Rooted Max Tree Coverage	50
Gradual Innovative Transitional Solutions Improving Current to a Desired Target: Innovation Path	49
Benchmarking Feature-Based Algorithm Selection Systems for Black-Box Numerical Optimization	49
Semiparametric Estimation of Distribution Algorithms for Continuous Optimization	48
An Interval Multiobjective Evolutionary Generation Algorithm for Product Design Change Plans in Uncertain Environments	48

A Tree-Based Multiobjective Evolutionary Algorithm for Energy-Efficient Hybrid Flow-Shop Scheduling	48
Multiobjective-Based Constraint-Handling Technique for Evolutionary Constrained Multiobjective Optimization: A New Perspective	48
Solving Multiobjective Feature Selection Problems in Classification via Problem Reformulation and Duplication Handling	47
Elite Archive-Assisted Adaptive Memetic Algorithm for a Realistic Hybrid Differentiation Flowshop Scheduling Problem	47
Evolving Deep Convolutional Variational Autoencoders for Image Classification	46
Evolutionary Multitasking for Costly Task Offloading in Mobile-Edge Computing Networks	45
Visualizing Population Dynamics to Examine Algorithm Performance	45
Learning to Preselection: A Filter-Based Performance Predictor for Multiobjective Feature Selection in Classification	45
A Multiobjective Multitask Optimization Algorithm Using Transfer Rank	43
A Surrogate-Assisted Constrained Optimization Evolutionary Algorithm by Searching Multiple Kinds of Global and Local Regions	42
A Decomposition-Based Evolutionary Algorithm With Clustering and Hierarchical Estimation for Multi-Objective Fuzzy Flexible Jobshop Scheduling	42
Neural Architecture Search With Progressive Evaluation and Sub-Population Preservation	41
Neural Architecture Search Based on a Multi-Objective Evolutionary Algorithm With Probability Stack	41
Expensive Multiobjective Evolutionary Optimization Assisted by Dominance Prediction	40
A Novel Dual-Stage Dual-Population Evolutionary Algorithm for Constrained Multiobjective Optimization	40
Thank You for Your Authorship	40
A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends	40
Distributed Co-Evolutionary Memetic Algorithm for Distributed Hybrid Differentiation Flowshop Scheduling Problem	40
Objective-Constraint Mutual-Guided Surrogate-Based Particle Swarm Optimization for Expensive Constrained Multimodal Problems	40
IEEE Transactions on Evolutionary Computation Information for Authors	39
Learning to Approximate: Auto Direction Vector Set Generation for Hypervolume Contribution Approximation	39
Counterintuitive Experimental Results in Evolutionary Large-Scale Multiobjective Optimization	39
Can Evolutionary Clustering Have Theoretical Guarantees?	38
Runtime Analysis of the Compact Genetic Algorithm on the LeadingOnes Benchmark	38
Automated Metaheuristic Algorithm Design With Autoregressive Learning	38
Enhancing Fitness Evaluation in Genetic Algorithm-Based Architecture Search for AI-Aided Financial Regulation	37
IEEE Transactions on Evolutionary Computation Publication Information	37
A Divide-and-Conquer Genetic Programming Algorithm With Ensembles for Image Classification	37
A Multifidelity Approach for Bilevel Optimization With Limited Computing Budget	36
Domain Generalization-Based Dynamic Multiobjective Optimization: A Case Study on Disassembly Line Balancing	36
Correlation-Guided Updating Strategy for Feature Selection in Classification With Surrogate-Assisted Particle Swarm Optimization	36
A Voting-Mechanism-Based Ensemble Framework for Constraint Handling Techniques	36
Targeted Pareto Optimization for Subset Selection With Monotone Objective Function and Cardinality Constraint	35
Surrogate-Assisted Environmental Selection for Fast Hypervolume-Based Many-Objective Optimization	35
Cross-Task Collaborative Optimization Based on Knowledge Transfer for Soft Robot Design	35
Identifying Pareto Fronts Reliably Using a Multistage Reference-Vector-Based Framework	34
A Divergence-Based Condition to Ensure Quantile Improvement in Black-Box Global Optimization	34
Neural Architecture Search for Text Classification With Limited Computing Resources Using Efficient Cartesian Genetic Programming	34
Active Learning in Genetic Programming: Guiding Efficient Data Collection for Symbolic Regression	34
Enhancing Diversity by Local Subset Selection in Evolutionary Multiobjective Optimization	34
Leader Prediction for Multiobjective Particle Swarm Optimization	33
Run Time Analysis for Random Local Search on Generalized Majority Functions	33
A Quantum Evolutionary Learning Tracker for Video	33
Balancing Different Optimization Difficulty Between Objectives in Multiobjective Feature Selection	33
From Direct to Directional Variable Dependencies—Nonsymmetrical Dependencies Discovery in Real-World and Theoretical Problems	33
Machine Learning-Assisted Multiobjective Evolutionary Algorithm for Routing and Packing	32
IEEE Transactions on Evolutionary Computation Publication Information	31
TechRxiv: Share Your Preprint Research with the World!	31
An Efficient Data-Driven Framework for Detecting Infeasible Solutions in Multiobjective Evolutionary Bilevel Optimization	31
Balancing Objective Optimization and Constraint Satisfaction in Expensive Constrained Evolutionary Multiobjective Optimization	31
Together, we are advancing technology	29
A Joint-Encoding Evolutionary Algorithm for Multimodal Multiobjective Feature Selection in Classification	29
Genetic Programming Hyper Heuristic With Elitist Mutation for Integrated Order Batching and Picker Routing Problem	29
IEEE Transactions on Evolutionary Computation Information for Authors	29
A Multiform Evolutionary Search Paradigm for Bilevel Multiobjective Optimization	28
Table of Contents	28
Collaborative Evolutionary Multitasking Multiobjective Adversarial Attacks in Hyperspectral Image Classification	28
Genetic Programming With Flexible Region Detection for Fine-Grained Image Classification	28
Analyzing Dominance Move (MIP-DoM) Indicator for Multiobjective and Many-Objective Optimization	28
Evolutionary Multiobjective Clustering Over Multiple Conflicting Data Views	28
Multitask Shape Optimization Using a 3-D Point Cloud Autoencoder as Unified Representation	28
Dynamic Cascaded Flow-Shop Scheduling Using an Evolutionary Greedy Algorithm	27
A Feedback Learning-Based Memetic Algorithm for Energy-Aware Distributed Flexible Job-Shop Scheduling With Transportation Constraints	27
A Multitask Bee Colony Band Selection Algorithm With Variable-Size Clustering for Hyperspectral Images	27
Genetic Programming for Image Classification: A New Program Representation With Flexible Feature Reuse	26
Dual-Tree Genetic Programming for Few-Shot Image Classification	26
A Mahalanobis Distance-Based Approach for Dynamic Multiobjective Optimization With Stochastic Changes	26
Posterior Decision Making Based on Decomposition-Driven Knee Point Identification	26
Protein Structure Prediction Using a New Optimization-Based Evolutionary and Explainable Artificial Intelligence Approach	26
Exact and Deep Q-Network Assisted Swarm Intelligence Methods for Scheduling Multi-Objective Heterogeneous Unmanned Surface Vehicles	26
IEEE Transactions on Evolutionary Computation Publication Information	25
An Iterated Greedy Algorithm With Reinforcement Learning for Distributed Hybrid Flowshop Problems With Job Merging	25
A Multistage Algorithm for Solving Multiobjective Optimization Problems With Multiconstraints	25
Differential Evolution With Domain Transform	25
IEEE Computational Intelligence Society Information	25
Feature Extraction for Recommendation of Constrained Multiobjective Evolutionary Algorithms	25
A Data-Driven Evolutionary Transfer Optimization for Expensive Problems in Dynamic Environments	25
Light-EvoOPT: A Lightweight Evolutionary Optimization Framework for Ultra-Large-Scale Mixed Integer Linear Programs	24
IEEE Computational Intelligence Society Information	24
ConCS: A Continual Classifier System for Continual Learning of Multiple Boolean Problems	23

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