All Stories

  1. A Machine-based Decision-maker Toward Benchmarking Interactive Multi-criterion Decision-making Procedures
  2. Iteration-wise intermediate points saved in an archive as outcome of an optimization algorithm considered unreliable
  3. GNBG-III: A Property-Aware Benchmark Suite for Diagnosing Continuous Black-Box Optimizers
  4. Rethinking Evolutionary Optimization: Paying Attention to Intermediate Transitional Solutions for Certain Problems
  5. Directly Targeting Convex Pareto Solutions
  6. Regularity-Driven Multi-objective Neural Architecture Search
  7. Ensemble Surrogate-Assisted Optimization with Dynamic Dimensional Splitting for High-Dimensional Expensive Mixed-Variable Problems
  8. A Surrogate-Assisted Evolutionary Algorithm with Innovized Progress Operator for Expensive Many-Objective Optimization
  9. pMachine-DM: A Stochastic Machine Learning-Based Decision-Maker for Interactive Multi-Criterion Decision-Making
  10. Advances in Multi-Objective Optimization and Decision-Making
  11. A GNBG-Inspired Multi-Component Benchmark Suite with Controlled Difficulty Axes for the IOH BenchDesign Challenge
  12. To Balance Competitive Games Using a Multi-objective Coevolutionary Approach
  13. Multi-Objective Orchestration of Small Language Model Ensembles: Balancing Accuracy, Diversity, and Fairness
  14. Benchmarking Interactive Multi-Criterion Decision-Making Procedures Following Machine Learning-Based Decision-Maker
  15. Following natural evolution closely in devising evolutionary algorithms for certain challenging problems
  16. HyBMSearch: A fast multi-Level search algorithm delivering order-of-Magnitude speedups on multi-Billion datasets
  17. A cooperative co-evolutionary algorithm with core-based grouping strategy for large-scale 0–1 knapsack problems
  18. Handling of objectives and constraints with heterogeneous evaluation times for surrogate-assisted evolutionary multi- and many-objective optimization
  19. A Fast Dominance Move Calculation Using Mixed-Integer Programming for Many-objective Optimization
  20. A Review on Bilevel Optimization Using Evolutionary Algorithms and Machine Learning Approaches
  21. SDNAS: Neural Architecture Search for Self-Supervised Single-Image Denoising Using Genetic Algorithm with Modular Encoding
  22. Parallel Genetic Algorithm with Mutual Information and Parent Set Structure for Bayesian Network Structure Learning
  23. Dynamic performance evaluation of evolutionary multi-objective optimization algorithms for gait cycle optimization of a 25-DOFs NAO humanoid robot
  24. Hierarchical Convergence to Multiple Alternate Solutions: Population versus Point-based Algorithms
  25. Machine Learning Assisted Evolutionary Multi-objective Optimization
  26. Numerical Global Optimization Competition on GNBG-II generated Test Suite
  27. Ranking-prediction based evolutionary algorithm for expensive many-objective optimization problems
  28. Machine Learning-Assisted Constraint Handling Under Variable Uncertainty for Preference-based Multi-Objective Optimization
  29. Addressing Heterogeneous Evaluation Times in Constrained Multi-Objective Optimization using a Mixed-Fidelity Evaluation Technique: Proof-of-Concept Results
  30. Many-objective robust gait optimization for a 25-DOFs NAO robot using NSGA-III
  31. Fifty years of multi-objective optimization and decision-making: From mathematical programming to evolutionary computation
  32. Handling objective preference and variable uncertainty in evolutionary multi-objective optimization
  33. A directed batch growing self-organizing map based niching differential evolution for multimodal optimization problems
  34. Identifier spaces for representing Pareto-optimal solutions in multi-objective optimization and decision-making
  35. A Comparative Study of Pareto Front of Optimal Solution Set for NAO Robot’s Gait Optimization Using the Dominance Move Indicator Based on Mixed Integer Programming
  36. A Mixed-Fidelity Evaluation Algorithm for Efficient Constrained Multi- and Many-Objective Optimization: First Results
  37. Beyond Performance: Designing a Super-Resolution Architecture Search Space and a Hybrid Multi-Objective Approach for Neural Architecture Optimization
  38. Gradual Innovative Transitional Solutions Improving Current to a Desired Target: Innovation Path
  39. Handling Objectives With Heterogeneous Evaluation Times in Surrogate-Assisted Evolutionary Multi-Objective Optimization
  40. MaNSGA-II: Many-Objective NSGA-II
  41. Multi-Objective Competitive Co-Evolutionary Optimization and Regularity-Based Decision-Making for two-Agent Wargame Strategy Optimization
  42. Reliability-Based MCDM Using Objective Preferences Under Variable Uncertainty
  43. An Updated Performance Metric for Preference-Based Evolutionary Multi-Objective Optimization Algorithms
  44. Innovation Path: Discovering an Ordered Set of Optimized Intermediate Solutions from an Existing to a Desired Solution
  45. Hot off the Press: Parallel Multi-Objective Optimization for Expensive and Inexpensive Objectives and Constraints
  46. Evolutionary Bilevel Optimization: Algorithms and Applications
  47. Large-Scale Multiobjective Optimization for Watershed Planning and Assessment
  48. Neural Architecture Search as Multiobjective Optimization Benchmarks: Problem Formulation and Performance Assessment
  49. An Interactive Knowledge-Based Multiobjective Evolutionary Algorithm Framework for Practical Optimization Problems
  50. A Unified Innovized Progress Operator for Performance Enhancement in Evolutionary Multi- and Many-objective Optimization
  51. Compromising Pareto-Optimality With Regularity in Platform-Based Multi-Objective Optimization
  52. Machine Learning Based Prediction of New Pareto-Optimal Solutions From Pseudo-Weights
  53. Attacker-Defender Strategy Optimization Using Multi-objective Competitive Co-Evolution
  54. Effect of Manufacturing-Induced Anisotropy on the Design of Additively Manufactured Lattice Structures
  55. Interpretable self-organizing map assisted interactive multi-criteria decision-making following Pareto-Race
  56. On Generalized Dominance Structures for Multi-Objective Optimization
  57. Optimizing Keyboard Configuration Using Single and Multi-Objective Evolutionary Algorithms
  58. MOAZ: A Multi-Objective AutoML-Zero Framework
  59. Multi-objective Robust Optimization and Decision-Making Using Evolutionary Algorithms
  60. Minimizing Expected Deviation in Upper Level Outcomes Due to Lower Level Decision Making in Hierarchical Multiobjective Problems
  61. Optimal design of electric machine with efficient handling of constraints and surrogate assistance
  62. Identifying Pareto Fronts Reliably Using a Multi-Stage Reference-vector-based Framework
  63. Eliminating Non-dominated Sorting from NSGA-III
  64. IK-EMOViz: An Interactive Knowledge-Based Evolutionary Multi-objective Optimization Framework
  65. Improved Evolutionary Operators for Sparse Large-Scale Multiobjective Optimization Problems
  66. Investigating Innovized Progress Operators with Different Machine Learning Methods
  67. Learning to Predict Pareto-Optimal Solutions from Pseudo-weights
  68. RegEMO: Sacrificing Pareto-Optimality for Regularity in Multi-objective Problem-Solving
  69. A user-guided innovization-based evolutionary algorithm framework for practical multi-objective optimization problems
  70. Enhanced Innovized Progress Operator for Evolutionary Multi- and Many-Objective Optimization
  71. A computationally fast but approximate MIP-DoM calculation for multi-objective optimization
  72. A Learning-based Innovized Progress Operator for Faster Convergence in Evolutionary Multi-objective Optimization
  73. Toward Interpretable-AI Policies Using Evolutionary Nonlinear Decision Trees for Discrete-Action Systems
  74. A Localized High-Fidelity-Dominance based Many-Objective Evolutionary Algorithm
  75. A novel multi-objective model calibration method for ecohydrological applications
  76. Solving Mixed Pareto-Lexicographic Multiobjective Optimization Problems: The Case of Priority Levels
  77. Neural Architecture Transfer
  78. An approximate MIP-DoM calculation for multi-objective optimization using affinity propagation clustering algorithm
  79. Evolutionary multi- and many-objective optimization
  80. Multiobjective Evolutionary Design of Deep Convolutional Neural Networks for Image Classification
  81. Generating Well-Spaced Points on a Unit Simplex for Evolutionary Many-Objective Optimization
  82. Multidimensional Aspects of Sustainable Biofuel Feedstock Production
  83. Combining User Knowledge and Online Innovization for Faster Solution to Multi-objective Design Optimization Problems
  84. Constrained Bi-objective Surrogate-Assisted Optimization of Problems with Heterogeneous Evaluation Times: Expensive Objectives and Inexpensive Constraints
  85. Embedding a Repair Operator in Evolutionary Single and Multi-objective Algorithms - An Exploitation-Exploration Perspective
  86. Handling Priority Levels in Mixed Pareto-Lexicographic Many-Objective Optimization Problems
  87. Interpretable Self-Organizing Maps (iSOM) for Visualization of Pareto Front in Multiple Objective Optimization
  88. Towards Multi-objective Co-evolutionary Problem Solving
  89. Multimodal Optimization by Evolution Strategies with Repelling Subpopulations
  90. Bi-Objective Energy Efficiency and Capacity Optimization for Transcritical Co2 Heat Pump Systems
  91. Surrogate Modeling Approaches for Multiobjective Optimization: Methods, Taxonomy, and Results
  92. Does Preference Always Help? A Holistic Study on Preference-Based Evolutionary Multiobjective Optimization Using Reference Points
  93. A non-dominated sorting based customized random-key genetic algorithm for the bi-objective traveling thief problem
  94. A proximity-based surrogate-assisted method for simulation-based design optimization of a cylinder head water jacket
  95. Evolutionary multi-objective optimization
  96. Learning-based multi-objective optimization through ANN-assisted online Innovization
  97. PaletteStarViz
  98. A generic and computationally efficient automated innovization method for power-law design rules
  99. Using gradient-free local search within MOEAs for the treatment of constrained MOPs
  100. Worst-case conditional hardness and fast algorithms with random inputs for non-dominated sorting
  101. Evolutionary computation's niche for solving multi-criterion optimization problems
  102. Towards sustainable forest management strategies with MOEAs
  103. Gap finding and validation in evolutionary multi- and many-objective optimization
  104. Ranking Multi-Metric Scientific Achievements Using a Concept of Pareto Optimality
  105. A customized bilevel optimization approach for solving large-scale truss design problems
  106. Pymoo: Multi-Objective Optimization in Python
  107. Unconventional optimization for achieving well-informed design solutions for the automobile industry
  108. A parametric investigation of PBI and AASF scalarizations
  109. Multiphase Balance of Diversity and Convergence in Multiobjective Optimization
  110. On a practical notion of Geoffrion proper optimality in multicriteria optimization
  111. An Efficient Nondominated Sorting Algorithm for Large Number of Fronts
  112. A Taxonomy for Metamodeling Frameworks for Evolutionary Multiobjective Optimization
  113. Generating Uniformly Distributed Points on a Unit Simplex for Evolutionary Many-Objective Optimization
  114. Investigating the Normalization Procedure of NSGA-III
  115. Simulation Optimization of Water Usage and Crop Yield Using Precision Irrigation
  116. Trust-Region Based Multi-objective Optimization for Low Budget Scenarios
  117. Uncertainty Handling in Bilevel Optimization for Robust and Reliable Solutions
  118. A Novel Class of Test Problems for Performance Evaluation of Niching Methods
  119. Handling Multiple Scenarios in Evolutionary Multiobjective Numerical Optimization
  120. R-Metric: Evaluating the Performance of Preference-Based Evolutionary Multiobjective Optimization Using Reference Points
  121. Guest Editorial Special Issue on Search-Based Software Engineering
  122. A Review on Bilevel Optimization: From Classical to Evolutionary Approaches and Applications
  123. Improving the performance of genetic algorithms for land-use allocation problems
  124. Multimodal Optimization by Covariance Matrix Self-Adaptation Evolution Strategy with Repelling Subpopulations
  125. Seeking Multiple Solutions: An Updated Survey on Niching Methods and Their Applications
  126. Derived heuristics-based consistent optimization of material flow in a gold processing plant
  127. Multi-Criteria Code Refactoring Using Search-Based Software Engineering
  128. Recommendation system for software refactoring using innovization and interactive dynamic optimization
  129. Simultaneous topology, shape and size optimization of truss structures by fully stressed design based on evolution strategy
  130. Evolutionary bilevel optimization (EBO)
  131. Software refactoring under uncertainty
  132. Evolutionary bilevel optimization
  133. Meaningful representation and recombination of variable length genomes
  134. Multiple Criteria Decision Making, Multiattribute Utility Theory: Recent Accomplishments and What Lies Ahead