| 1 | Muiltiobjective Optimization Using Nondominated Sorting in Genetic Algorithms | Evolutionary Computation | 1994 | 3,778 |
| 2 | Comparison of Multiobjective Evolutionary Algorithms: Empirical Results | Evolutionary Computation | 2000 | 2,856 |
| 3 | Completely Derandomized Self-Adaptation in Evolution Strategies | Evolutionary Computation | 2001 | 2,068 |
| 4 | HypE: An Algorithm for Fast Hypervolume-Based Many-Objective Optimization | Evolutionary Computation | 2011 | 1,342 |
| 5 | Reducing the Time Complexity of the Derandomized Evolution Strategy with Covariance Matrix Adaptation (CMA-ES) | Evolutionary Computation | 2003 | 1,320 |
| 6 | Approximating the Nondominated Front Using the Pareto Archived Evolution Strategy | Evolutionary Computation | 2000 | 1,086 |
| 7 | An Overview of Evolutionary Algorithms in Multiobjective Optimization | Evolutionary Computation | 1995 | 1,040 |
| 8 | Evolving Neural Networks through Augmenting Topologies | Evolutionary Computation | 2002 | 1,007 |
| 9 | An Overview of Evolutionary Algorithms for Parameter Optimization | Evolutionary Computation | 1993 | 929 |
| 10 | Combining Convergence and Diversity in Evolutionary Multiobjective Optimization | Evolutionary Computation | 2002 | 812 |
| 11 | Evolutionary Algorithms for Constrained Parameter Optimization Problems | Evolutionary Computation | 1996 | 792 |
| 12 | Multi-objective Genetic Algorithms: Problem Difficulties and Construction of Test Problems | Evolutionary Computation | 1999 | 635 |
| 13 | Multiobjective Evolutionary Algorithms: Analyzing the State-of-the-Art | Evolutionary Computation | 2000 | 603 |
| 14 | Predictive Models for the Breeder Genetic Algorithm I. Continuous Parameter Optimization | Evolutionary Computation | 1993 | 521 |
| 15 | Borg: An Auto-Adaptive Many-Objective Evolutionary Computing Framework | Evolutionary Computation | 2013 | 498 |
| 16 | MOEA/D with Adaptive Weight Adjustment | Evolutionary Computation | 2014 | 493 |
| 17 | Particle Swarm Optimization for Single Objective Continuous Space Problems: A Review | Evolutionary Computation | 2017 | 470 |
| 18 | Cooperative Coevolution: An Architecture for Evolving Coadapted Subcomponents | Evolutionary Computation | 2000 | 453 |
| 19 | Evaluating the ε-Domination Based Multi-Objective Evolutionary Algorithm for a Quick Computation of Pareto-Optimal Solutions | Evolutionary Computation | 2005 | 417 |
| 20 | Covariance Matrix Adaptation for Multi-objective Optimization | Evolutionary Computation | 2007 | 402 |
| 21 | Evolutionary Algorithms, Homomorphous Mappings, and Constrained Parameter Optimization | Evolutionary Computation | 1999 | 329 |
| 22 | Classifier Fitness Based on Accuracy | Evolutionary Computation | 1995 | 319 |
| 23 | Multiobjective Immune Algorithm with Nondominated Neighbor-Based Selection | Evolutionary Computation | 2008 | 307 |
| 24 | Introducing Robustness in Multi-Objective Optimization | Evolutionary Computation | 2006 | 295 |
| 25 | A Computationally Efficient Evolutionary Algorithm for Real-Parameter Optimization | Evolutionary Computation | 2002 | 276 |
| 26 | A Comparison of Selection Schemes Used in Evolutionary Algorithms | Evolutionary Computation | 1996 | 265 |
| 27 | Abandoning Objectives: Evolution Through the Search for Novelty Alone | Evolutionary Computation | 2011 | 249 |
| 28 | Quantum-Behaved Particle Swarm Optimization: Analysis of Individual Particle Behavior and Parameter Selection | Evolutionary Computation | 2012 | 242 |
| 29 | A Species Conserving Genetic Algorithm for Multimodal Function Optimization | Evolutionary Computation | 2002 | 241 |
| 30 | Strongly Typed Genetic Programming | Evolutionary Computation | 1995 | 229 |
| 31 | Self-Adaptive Genetic Algorithms with Simulated Binary Crossover | Evolutionary Computation | 2001 | 229 |
| 32 | A Preference-Based Evolutionary Algorithm for Multi-Objective Optimization | Evolutionary Computation | 2009 | 226 |
| 33 | Evolutionary Undersampling for Classification with Imbalanced Datasets: Proposals and Taxonomy | Evolutionary Computation | 2009 | 220 |
| 34 | A Sequential Niche Technique for Multimodal Function Optimization | Evolutionary Computation | 1993 | 214 |
| 35 | Architecture for an Artificial Immune System | Evolutionary Computation | 2000 | 213 |
| 36 | Difficulty Adjustable and Scalable Constrained Multiobjective Test Problem Toolkit | Evolutionary Computation | 2020 | 194 |
| 37 | New Methods for Competitive Coevolution | Evolutionary Computation | 1997 | 169 |
| 38 | A Note on the Extended Rosenbrock Function | Evolutionary Computation | 2006 | 165 |
| 39 | Diagnostic Assessment of Search Controls and Failure Modes in Many-Objective Evolutionary Optimization | Evolutionary Computation | 2012 | 160 |
| 40 | The Equation for Response to Selection and Its Use for Prediction | Evolutionary Computation | 1997 | 153 |
| 41 | Automated Algorithm Selection: Survey and Perspectives | Evolutionary Computation | 2019 | 152 |
| 42 | Real-Coded Memetic Algorithms with Crossover Hill-Climbing | Evolutionary Computation | 2004 | 145 |
| 43 | How to Specify a Reference Point in Hypervolume Calculation for Fair Performance Comparison | Evolutionary Computation | 2018 | 139 |
| 44 | Genetic Algorithms, Selection Schemes, and the Varying Effects of Noise | Evolutionary Computation | 1996 | 138 |
| 45 | Production Scheduling and Rescheduling with Genetic Algorithms | Evolutionary Computation | 1999 | 132 |
| 46 | Objective Reduction in Evolutionary Multiobjective Optimization: Theory and Applications | Evolutionary Computation | 2009 | 125 |
| 47 | What Weights Work for You? Adapting Weights for Any Pareto Front Shape in Decomposition-Based Evolutionary Multiobjective Optimisation | Evolutionary Computation | 2020 | 122 |
| 48 | D2MOPSO: MOPSO Based on Decomposition and Dominance with Archiving Using Crowding Distance in Objective and Solution Spaces | Evolutionary Computation | 2014 | 121 |
| 49 | Genetic Algorithms, Path Relinking, and the Flowshop Sequencing Problem | Evolutionary Computation | 1998 | 120 |
| 50 | A Graph-Based Evolutionary Algorithm: Genetic Network Programming (GNP) and Its Extension Using Reinforcement Learning | Evolutionary Computation | 2007 | 118 |