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