OOIR: Observatory of International Research

Papers

(The TQCC of IEEE Transactions on Evolutionary Computation is 19. 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 2022-06-01 to 2026-06-01.)

Article	Citations
TechRxiv: Share Your Preprint Research with the World!	351
Table of Contents	208
IEEE Transactions on Evolutionary Computation Publication Information	204
Space Net Optimization for Single Objective Bound Constrained Problems	199
Dual Relational Surrogate-Assisted Evolution for Expensive Constrained Multiobjective Optimization	174
Adversarial AutoEncoder-Based Large-Scale Dynamic Multiobjective Evolutionary Algorithm	173
Multiagent Swarm Optimization With Adaptive Internal and External Learning for Complex Consensus-Based Distributed Optimization	172
Surrogate-Assisted Efficient Grouping Evolutionary Search for Expensive Large-Scale Multi-Objective Optimization	164
ENERGIZE: A Neuroevolution Framework for Energy-Efficient Machine Learning	153
Evolutionary Search for Complete Neural Network Architectures With Partial Weight Sharing	140
A Modular Framework with an Adaptive Momentum-based Evolutionary Strategy for Physics-Informed Neural Networks	132
Brain-Inspired Multiscale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks	129
Dynamic Multi-objective Operation Optimization for Multi-condition Blast Furnace Ironmaking Process with Changing Decision Variables	126
EDA++: Estimation of Distribution Algorithms With Feasibility Conserving Mechanisms for Constrained Continuous Optimization	126
Genetic Programming for Dynamic Flexible Job Shop Scheduling: Evolution With Single Individuals and Ensembles	125
Difficulties of the NSGA-II With the Many-Objective LeadingOnes Problem	122
Approximation Guarantees for the Nondominated Sorting Genetic Algorithm II (NSGA-II)	120
A Bi-Objective Evolutionary Algorithm for Multimodal Multiobjective Optimization	120
A Surrogate-Assisted Evolutionary Feature Selection Algorithm With Parallel Random Grouping for High-Dimensional Classification	119
Revisiting Implicit and Explicit Averaging for Noisy Optimization	117
Dynamic Multiobjective Optimisation Based on Vector Autoregressive Evolution	115
Multipopulation Ant Colony System With Knowledge-Based Local Searches for Multiobjective Supply Chain Configuration	114
A Correlation-Guided Layered Prediction Approach for Evolutionary Dynamic Multiobjective Optimization	110
Quality Indicators for Preference-Based Evolutionary Multiobjective Optimization Using a Reference Point: A Review and Analysis	103
A Review on Evolutionary Multitask Optimization: Trends and Challenges	99

A Deep Reinforcement Learning-Assisted Multimodal Multiobjective Bilevel Optimization Method for Multirobot Task Allocation	98
Bayesian Performance Analysis for Algorithm Ranking Comparison	98
Knowledge Transfer With Mixture Model in Dynamic Multiobjective Optimization	97
Data-Driven Evolutionary Computation Under Continuously Streaming Environments: A Drift-Aware Approach	97
MORA-LLM: Enhancing Multiobjective Optimization Recommendation Algorithm by Integrating Large Language Models	96
Survey on Genetic Programming and Machine Learning Techniques for Heuristic Design in Job Shop Scheduling	93
Evolutionary Constrained Multiobjective Optimization: Scalable High-Dimensional Constraint Benchmarks and Algorithm	92
BIAS: A Toolbox for Benchmarking Structural Bias in the Continuous Domain	92
Table of Contents	91
Many-to-Few Decomposition: Linking R2-Based and Decomposition-Based Multiobjective Efficient Global Optimization Algorithms	90
Fitness Landscape Optimization Makes Stochastic Symbolic Search by Genetic Programming Easier	89
Multitree Genetic Programming for Learning Color and Multiscale Features in Image Classification	89
Table of Contents	87
A Subspace Sparsity-Driven Knowledge Transfer Strategy for Dynamic Constrained Multiobjective Optimization	85
Efficient Greedy Decremental Hypervolume Subset Selection Using Space Partition Tree	83
Enhancing Dynamic Constrained Multiobjective Optimization With Multicenters-Based Prediction	83
Controlling Functional Complexity for Overfitting Reduction and Improved Interpretability in GP	82
IEEE Transactions on Evolutionary Computation Information for Authors	82
Multimodal Multiobjective Neural Architecture Search for Lightweight and Failure-Resilient Time Series Forecasting	81
Frequency-domain Assisted Multitask Differential Evolution Algorithm for Operational Optimization of Coal Mine Integrated Energy Systems	80
Unleashing the Potential of Differential Evolution through Individual-Level Strategy Diversity	78
A Large-Scale Multiobjective Evolutionary Quantile Estimation Model for Wind Power Probabilistic Forecasting	76
Unsupervised Band Selection for Hyperspectral Image Classification: Particle Swarm Optimization via Cross-Domain Knowledge Transfer	76
Frequency Fitness Assignment: Optimization Without Bias for Good Solutions Can Be Efficient	75
Decomposition-Based Multiobjective Optimization Algorithms With Adaptively Adjusting Weight Vectors and Neighborhoods	74
Binary-to-Decimal Encoding-Based Performance Predictor for Evolutionary Graph Fusion Architecture Search and Applications to Medical Data	74
POGP: Probabilistic Genetic Programming With Knowledge Learning for Few-Shot Image Classification	72
Enhancing 3-D Land Seismic Data Using Nonlinear Beamforming Based on the Efficiency-Improved Genetic Algorithm	71
Plotting Impossible? Surveying Visualization Methods for Continuous Multi-Objective Benchmark Problems	70
Online Meteorological Forecasting Model Using Multi-feature Information Gain PSO and Evolving Fuzzy Systems	69
Multitree Genetic Programming with Behavioral Semantics for Large-Scale Dynamic Air Traffic Flow Management	69
Data-Driven Dynamic Multiobjective Optimization With Response to Stochastic Changes for Municipal Solid Waste Incineration Process	68
Multi-Expert Genetic Programming based Ensemble for Long-Tailed Image Classification	67
A Distributed Model Predictive Control-Based Method for Multidifferent-Target Search in Unknown Environments	67
A Unified Innovized Progress Operator for Performance Enhancement in Evolutionary Multi- and Many-Objective Optimization	67
A Variable Granularity Search-Based Multiobjective Feature Selection Algorithm for High-Dimensional Data Classification	67
Language Model Evolutionary Algorithms for Recommender Systems: Benchmarks and Algorithm Comparisons	64
MedNAS: Multiscale Training-Free Neural Architecture Search for Medical Image Analysis	63
Spatial-Temporal Knowledge Transfer for Dynamic Constrained Multiobjective Optimization	60
IEEE Transactions on Evolutionary Computation Publication Information	60
Superpixel Segmentation-Based Evolutionary Multitasking Algorithm for Feature Selection of Hyperspectral Images	60
IEEE Transactions on Evolutionary Computation Publication Information	59
An Efficient Adaptive Differential Grouping Algorithm for Large-Scale Black-Box Optimization	58
A Global and Local Surrogate-Assisted Genetic Programming Approach to Image Classification	57
A Size-Imbalanced Dual Population with Complementary Search for Sparse Large-Scale Multi-Modal Multi-Objective Optimization	57
Epistatic gene interactions in the evolution of robots	56
Fourier Transform-based instance decomposition for k -adic Assignment Problems	56
Evo-TFS: Evolutionary Time-Frequency Domain-Based Synthetic Minority Oversampling Approach to Imbalanced Time Series Classification	55
Objective Space-Based Population Generation to Accelerate Evolutionary Algorithms for Large-Scale Many-Objective Optimization	54
A Knowledge Guided Transfer Strategy for Evolutionary Dynamic Multiobjective Optimization	54

DG-SMOTE: A Distance-Angle-Based Genetic Synthetic Minority Over-Sampling Technique for Unbalanced Data Learning	53
EGANS: Evolutionary Generative Adversarial Network Search for Zero-Shot Learning	52
Historical Information-Assisted Dynamic Response Integration and Adaptive Niche Methods for Dynamic Multimodal Optimization	51
Surrogate-Assisted Evolutionary Algorithm for Expensive Optimization with Equality and Inequality Constraints	51
Learning-Based Temporal Sequence of Constrained Handling Selection for Constrained Multi-Objective Evolutionary Optimization	50
Evolutionary Computation for the Design and Enrichment of General-Purpose Artificial Intelligence Systems: Survey and Prospects	50
IEEE Transactions on Evolutionary Computation Publication Information	49
IEEE Transactions on Evolutionary Computation Information for Authors	49
IEEE Transactions on Evolutionary Computation Information for Auhtors	49
IEEE Computational Intelligence Society Information	48
Optimal Transport-Based Distributional Pairing in Transfer Multiobjective Optimization	48
Multi-Task Surrogate-Assisted Search With Bayesian Competitive Knowledge Transfer for Expensive Optimization	47
Distributed Co-Evolutionary Memetic Algorithm for Distributed Hybrid Differentiation Flowshop Scheduling Problem	46
Neural Architecture Search with Progressive Evaluation and Subpopulation Preservation	46
IEEE Transactions on Evolutionary Computation Information for Authors	46
A Tree-Based Multiobjective Evolutionary Algorithm for Energy-Efficient Hybrid Flow-Shop Scheduling	46
A Survey on Evolutionary Computation for Computer Vision and Image Analysis: Past, Present, and Future Trends	45
Enabling Population-Level Parallelism in Tree-Based Genetic Programming for GPU Acceleration	45
A Multiobjective Multitask Optimization Algorithm Using Transfer Rank	45
Benchmarking Feature-Based Algorithm Selection Systems for Black-Box Numerical Optimization	45
An Interval Multiobjective Evolutionary Generation Algorithm for Product Design Change Plans in Uncertain Environments	45
Visualizing Population Dynamics to Examine Algorithm Performance	43
Gradual Innovative Transitional Solutions Improving Current to a Desired Target: Innovation Path	43
A Decomposition-Based Evolutionary Algorithm With Clustering and Hierarchical Estimation for Multiobjective Fuzzy Flexible Jobshop Scheduling	43
Learning to Preselection: A Filter-Based Performance Predictor for Multiobjective Feature Selection in Classification	43
Conditional-Surrogate-Assisted Particle Swarm Optimization for Large-Scale Robust Optimization Over Time	43
Nonzero Degree-Based Multiobjective Cooperative Coevolutionary for Block Sparse Recovery	42
Multiobjective-Based Constraint-Handling Technique for Evolutionary Constrained Multiobjective Optimization: A New Perspective	42
Semiparametric Estimation of Distribution Algorithms for Continuous Optimization	42
Objective-Constraint Mutual-Guided Surrogate-Based Particle Swarm Optimization for Expensive Constrained Multimodal Problems	42
A Surrogate-Assisted Constrained Optimization Evolutionary Algorithm by Searching Multiple Kinds of Global and Local Regions	41
Evolutionary Multitasking for Costly Task Offloading in Mobile-Edge Computing Networks	41
A Distributed Surrogate-Assisted Evolutionary Algorithm for Heterogeneously Expensive Constrained Optimization	40
An Evolutionary Algorithm Based on CMSA for Rooted Max Tree Coverage	40
Neural Architecture Search Based on a Multi-Objective Evolutionary Algorithm With Probability Stack	39
Solving Multiobjective Feature Selection Problems in Classification via Problem Reformulation and Duplication Handling	38
A Novel Dual-Stage Dual-Population Evolutionary Algorithm for Constrained Multiobjective Optimization	38
Thank You for Your Authorship	37
Run Time Analysis for Random Local Search on Generalized Majority Functions	37
Table of Contents	37
IEEE Transactions on Evolutionary Computation Information for Authors	37
A Divergence-Based Condition to Ensure Quantile Improvement in Black-Box Global Optimization	36
Learning to Approximate: Auto Direction Vector Set Generation for Hypervolume Contribution Approximation	36
Surrogate-Assisted Environmental Selection for Fast Hypervolume-Based Many-Objective Optimization	35
A Quantum Evolutionary Learning Tracker for Video	35
Automated Metaheuristic Algorithm Design With Autoregressive Learning	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
Identifying Pareto Fronts Reliably Using a Multistage Reference-Vector-Based Framework	34
Neural Architecture Search for Text Classification With Limited Computing Resources Using Efficient Cartesian Genetic Programming	34
From Direct to Directional Variable Dependencies—Nonsymmetrical Dependencies Discovery in Real-World and Theoretical Problems	34
Table of Contents	34
Targeted Pareto Optimization for Subset Selection With Monotone Objective Function and Cardinality Constraint	34
Domain Generalization-Based Dynamic Multiobjective Optimization: A Case Study on Disassembly Line Balancing	33
Runtime Analysis of the Compact Genetic Algorithm on the LeadingOnes Benchmark	33
IEEE Transactions on Evolutionary Computation Publication Information	33
Counterintuitive Experimental Results in Evolutionary Large-Scale Multiobjective Optimization	32
Correlation-Guided Updating Strategy for Feature Selection in Classification With Surrogate-Assisted Particle Swarm Optimization	32
Enhancing Fitness Evaluation in Genetic Algorithm-Based Architecture Search for AI-Aided Financial Regulation	32
Leader Prediction for Multiobjective Particle Swarm Optimization	32
Balancing Different Optimization Difficulty Between Objectives in Multiobjective Feature Selection	32
A Multimodal Ant Colony Optimization Framework for Multi-Solution Traveling Salesman Problem	32
Enhancing Diversity by Local Subset Selection in Evolutionary Multiobjective Optimization	32
Machine Learning-Assisted Multiobjective Evolutionary Algorithm for Routing and Packing	32
Cross-Task Collaborative Optimization Based on Knowledge Transfer for Soft Robot Design	31
Balancing Objective Optimization and Constraint Satisfaction in Expensive Constrained Evolutionary Multiobjective Optimization	31
IEEE Transactions on Evolutionary Computation Publication Information	31
Can Evolutionary Clustering Have Theoretical Guarantees?	31
TechRxiv: Share Your Preprint Research with the World!	31
An Efficient Data-Driven Framework for Detecting Infeasible Solutions in Multiobjective Evolutionary Bilevel Optimization	30
Table of Contents	30
IEEE Transactions on Evolutionary Computation Information for Authors	30
Feature Extraction for Recommendation of Constrained Multiobjective Evolutionary Algorithms	30
Evolutionary Knowledge Transfer via Graph Learning for Many-Task Heterogeneous Routing Problems	30
A Fitness Spatially Informed Evolutionary Algorithm for Deceptive Multi-Modal Multi-Objective Optimization	30
Protein Structure Prediction Using a New Optimization-Based Evolutionary and Explainable Artificial Intelligence Approach	30
Evolutionary Reinforcement Learning With Late-Start Evolution and Clustering Archive	30
Together, we are advancing technology	30
Dynamic Cascaded Flow-Shop Scheduling Using an Evolutionary Greedy Algorithm	29
Evolutionary Multiobjective Clustering Over Multiple Conflicting Data Views	29

Genetic Programming With Flexible Region Detection for Fine-Grained Image Classification	29
A Multitask Bee Colony Band Selection Algorithm With Variable-Size Clustering for Hyperspectral Images	29
A Multiform Evolutionary Search Paradigm for Bilevel Multiobjective Optimization	29
Genetic Programming for Image Classification: A New Program Representation With Flexible Feature Reuse	29
An Iterated Greedy Algorithm With Reinforcement Learning for Distributed Hybrid Flowshop Problems With Job Merging	28
Dual-Tree Genetic Programming for Few-Shot Image Classification	28
Exact and Deep Q-Network Assisted Swarm Intelligence Methods for Scheduling Multiobjective Heterogeneous Unmanned Surface Vehicles	28
A Joint-Encoding Evolutionary Algorithm for Multimodal Multiobjective Feature Selection in Classification	28
Posterior Decision Making Based on Decomposition-Driven Knee Point Identification	28
A Universal Framework for Automatically Generating Single-and Multi-Objective Evolutionary Algorithms	27
Differential Evolution With Domain Transform	27
A Generative Adversarial Network Based Prediction Strategy for Evolutionary Dynamic Multiobjective Optimization	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
Analyzing Dominance Move (MIP-DoM) Indicator for Multiobjective and Many-Objective Optimization	27
Collaborative Evolutionary Multitasking Multiobjective Adversarial Attacks in Hyperspectral Image Classification	27
A Feedback Learning-Based Memetic Algorithm for Energy-Aware Distributed Flexible Job-Shop Scheduling With Transportation Constraints	27
Genetic Programming Hyper Heuristic With Elitist Mutation for Integrated Order Batching and Picker Routing Problem	27
IEEE Transactions on Evolutionary Computation Publication Information	26
Region Purity-Based Local Feature Selection: A Multiobjective Perspective	26
IEEE Transactions on Evolutionary Computation Information for Authors	26
CoDE-GAN: Consistency Diffusion Evolutionary Algorithm Based Neural Architecture Search for Generative Adversarial Networks	26
IEEE Computational Intelligence Society Information	26
ConCS: A Continual Classifier System for Continual Learning of Multiple Boolean Problems	26
Correlation-Based Dynamic Allocation Scheme of Fitness Evaluations for Constrained Evolutionary Optimization	26
A Multistage Algorithm for Solving Multiobjective Optimization Problems With Multiconstraints	26
IEEE Computational Intelligence Society Information	26
Table of Contents	26
Light-EvoOPT: A Lightweight Evolutionary Optimization Framework for Ultralarge-Scale Mixed Integer Linear Programs	25
Expensive Multiobjective Optimization by Relation Learning and Prediction	25
A Dual-Stage Surrogate-Assisted Differential Evolution for Expensive Multimodal Optimization	25
Benchmarking Derivative-Free Global Optimization Algorithms Under Limited Dimensions and Large Evaluation Budgets	25
OPT-VAE: A Variational Autoencoder-based Estimation of Distribution Algorithm for Continuous Optimization	25
Evolutionary Generative Optimization: Towards Fully Data-Driven Evolutionary Optimization via Generative Learning	25
Solution Transfer in Evolutionary Optimization: An Empirical Study on Sequential Transfer	25
Dealing With Structure Constraints in Evolutionary Pareto Set Learning	25
Optimizing Dynamic Flexible Job Shop Scheduling Using an Evolutionary Multitask Optimization Framework and Genetic Programming	25
Incremental Recursive Ranking Grouping for Large-Scale Global Optimization	25
A Two-Stage Cooperative Discrete Differential Evolution With Q-Learning for Multiobjective Energy-Efficient Distributed Blocking Flow-Shop Scheduling	24
A Framework Based on Historical Evolution Learning for Dynamic Multiobjective Optimization	24
A Knee-Guided Evolutionary Algorithm for Multi-Objective Air Traffic Flow Management	24
Tailoring Evolutionary Algorithms to Solve the Multiobjective Location-Routing Problem for Biomass Waste Collection	24
ACO-GA-Based Optimization to Enhance Global Path Planning for Autonomous Navigation in Grid Environments	24
Table of Contents	24
Knowledge Transfer Genetic Programming With Auxiliary Population for Solving Uncertain Capacitated Arc Routing Problem	24
A Two-Individual Evolutionary Algorithm for Cumulative Capacitated Vehicle Routing With Single and Multiple Depots	24
Beyond Distribution Shift: Investigating Generalisation in Automated Algorithm Selection for Single-Objective Black-Box Optimisation	23
IEEE Transactions on Evolutionary Computation Information for Authors	23
Computationally Expensive High-Dimensional Multiobjective Optimization via Surrogate-Assisted Reformulation and Decomposition	23
A Crowding Distance That Provably Solves the Difficulties of the NSGA-II in Many-Objective Optimization	23
Dynamic Escaping Population Driven Evolutionary Algorithm for Multi-objective Optimization Problems with Deceptive Constraints	23
Table of Contents	23
Few for Many: Towards Efficient and Flexible Many-Objective Optimization	23
Multispace Dimensionality Reduction Based on Extreme Learning Machine-Assisted Autoencoder for High-Dimensional Expensive Optimization	22
Fuzzy Logic-Based Multifactorial Optimization for Evolutionary Multitasking	22
Riesz s-Energy as a Diversity Indicator in Evolutionary Multiobjective Optimization	21
IEEE Transactions on Evolutionary Computation Information for Authors	21
Bilevel Optimization via Collaborations Among Lower-Level Optimization Tasks	21
Co-Evolutionary Dual-Tree Genetic Programming for Fine-Grained Flower Image Classification	21
Quantum Acceleration of Black-Box Pseudo-Boolean Optimization Algorithms	21
Evolutionary Bilevel Optimization via Multiobjective Transformation-Based Lower-Level Search	21
Large-Scale Multimodal Multiobjective Optimization Based on Multiview Diversity Enhancement Mechanism	21
The Physical Cell Identity Assignment Problem: A Practical Optimization Approach	21
Dynamic In Vivo Computation for Learning-Based Nanobiosensing in Time-Varying Biological Landscapes	21
An Enhanced Competitive Swarm Optimizer With Strongly Convex Sparse Operator for Large-Scale Multiobjective Optimization	20
Leader–Follower Disagreement Minimization in Social Networks	20
Determining Metaheuristic Similarity Using Behavioral Analysis	20
A Semantic-Based Hoist Mutation Operator for Evolutionary Feature Construction in Regression	20
Effects of Archive Size on Computation Time and Solution Quality for Multiobjective Optimization	20
Evolutionary Direction Learning With Multivariate Gaussian Probabilistic Model for Multiobjective Optimization	20
Fast Greedy Subset Selection From Large Candidate Solution Sets in Evolutionary Multiobjective Optimization	20
Standardization and Data Augmentation in Genetic Programming	20
Privacy-Enhanced Multitasking Particle Swarm Optimization Based on Homomorphic Encryption	20
Offline Data-Driven Optimization at Scale: A Cooperative Coevolutionary Approach	20
Benchmarking Optimization Algorithms for Auto-Tuning GPU Kernels	20
Accelerating Bilevel Optimization With Hierarchical Many-Threaded Parallel Differential Evolution	20
Exploring the Performance-Reproducibility Trade-Off in Quality-Diversity	20
A Streaming Feature Selection Method Based on Dynamic Feature Clustering and Particle Swarm Optimization	19
Nearest-Better Network for Visualizing and Analyzing Combinatorial Optimization Problems: A Potential Unified Tool	19
θ _l θ _u -Parametric Multitask Optimization: Joint Search in Solution and Infinite Task Spaces	19
A Tractive Population-Assisted Dual-Population and Two-Phase Evolutionary Algorithm for Constrained Multiobjective Optimization	19
IEEE Transactions on Evolutionary Computation Publication Information	19
Q-Learning-Based Improved Discrete PSO for Multi-Objective Flexible Job-Shop Scheduling with Worker Fatigue and Dual Resources	19
Table of Contents	19