Latest Research in Advanced Multi-Objective Optimization Algorithms

17 research papers · 2026 median publication year

Top Research Topics in Advanced Multi-Objective Optimization Algorithms

Highest-Cited Papers

  1. A Multiobjective Topology Optimization Method Based on Modified Hypervolume Increment
  2. IRCMO: Biologically Inspired Dual-Population Coevolution via Immune Tolerance and Homeostatic Resource Allocation for Constrained Multi-Objective Optimization
  3. Benchmarking Tabular Foundation Models as Surrogates in Expensive Evolutionary Optimization
  4. LLMDE: A Large Language Model-Driven Differential Evolution Algorithm for Portfolio Optimization
  5. Adaptive dual-space discriminator for large-scale multi-objective optimization
  6. Converge Then Diversify: Decoupling Convergence and Diversity in Multi-Objective Bayesian Optimisation
  7. A Two-Stage Many-Objective Evolutionary Algorithm with Survival-Ratio-Based Switching
  8. Solving Few-Shot Multiobjective Multitask Optimization via Iterative Sequential Transfer
  9. T-GADE: Thermodynamical Generative-AI-Driven Evolution of LLM Artifacts
  10. An Evolutionary Framework for Automatic Optimization Benchmark Generation via Large Language Models
  11. Empirical analysis of algorithmic components for improved performance in a baseline genetic algorithm selection hyper-heuristic
  12. Asymptotical Analysis of the $(1+(λ,λ))$ GA Escape Time from Local Optima on Jump Functions
  13. Large Language Models and Evolutionary Computation: A Critical Review of Bidirectional Interaction, Automated Algorithm Design, and Co-Adaptive Systems
  14. A heterogeneous population co-evolutionary algorithm for sparse large-scale multi-objective optimization problems
  15. An Evolution Algorithm with Objective-Wise Variable Analysis for Sparse Large-Scale Multi-Objective Optimization
  16. MTEA-BS: a multi-objective multi-task evolutionary algorithm for unsupervised band selection in hyperspectral images
  17. A Simulation-Based Optimization Framework of Stochastic Manufacturing Systems Using External Optimizer
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L3 Region - - 2026 Sep Q3

Advanced Multi-Objective Optimization Algorithms

17 papers

Top Topics (8)

Advanced Multi-Objective Optimization Algorithms5
Neural and Evolutionary Computing5
Artificial Intelligence2
Topology Optimization in Engineering1
Machine Learning1
Metaheuristic Optimization Algorithms Research1
Remote-Sensing Image Classification1
Simulation Techniques and Applications1

Top Publications (17)

1.A Multiobjective Topology Optimization Method Based on Modified Hypervolume Increment2.IRCMO: Biologically Inspired Dual-Population Coevolution via Immune Tolerance and Homeostatic Resource Allocation for Constrained Multi-Objective Optimization3.Benchmarking Tabular Foundation Models as Surrogates in Expensive Evolutionary Optimization4.LLMDE: A Large Language Model-Driven Differential Evolution Algorithm for Portfolio Optimization5.Adaptive dual-space discriminator for large-scale multi-objective optimization6.Converge Then Diversify: Decoupling Convergence and Diversity in Multi-Objective Bayesian Optimisation7.A Two-Stage Many-Objective Evolutionary Algorithm with Survival-Ratio-Based Switching8.Solving Few-Shot Multiobjective Multitask Optimization via Iterative Sequential Transfer9.T-GADE: Thermodynamical Generative-AI-Driven Evolution of LLM Artifacts10.An Evolutionary Framework for Automatic Optimization Benchmark Generation via Large Language Models11.Empirical analysis of algorithmic components for improved performance in a baseline genetic algorithm selection hyper-heuristic12.Asymptotical Analysis of the $(1+(λ,λ))$ GA Escape Time from Local Optima on Jump Functions13.Large Language Models and Evolutionary Computation: A Critical Review of Bidirectional Interaction, Automated Algorithm Design, and Co-Adaptive Systems14.A heterogeneous population co-evolutionary algorithm for sparse large-scale multi-objective optimization problems15.An Evolution Algorithm with Objective-Wise Variable Analysis for Sparse Large-Scale Multi-Objective Optimization16.MTEA-BS: a multi-objective multi-task evolutionary algorithm for unsupervised band selection in hyperspectral images17.A Simulation-Based Optimization Framework of Stochastic Manufacturing Systems Using External Optimizer
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Latest Research in Advanced Multi-Objective Optimization Algorithms (2026) | TGRS