Latest Research in Constrained Evolutionary Computing

64 research papers · 2026 median publication year

Top Research Topics in Constrained Evolutionary Computing

Highest-Cited Papers

  1. SRCA-CEC: an adaptive two-phase framework for real-world constrained optimization
  2. Expected Hypervolume Maximization for Multiobjective Optimization under Uncertainties
  3. A Multiobjective Topology Optimization Method Based on Modified Hypervolume Increment
  4. Expected Hypervolume Maximization for Multiobjective Optimization under Uncertainties
  5. Evolution or Illusion? Rethinking Evaluation in LLM Evolutionary Search
  6. Battery aging-aware speed planning and energy management for autonomous hybrid electric buses at signalized intersections and bus stations
  7. IRCMO: Biologically Inspired Dual-Population Coevolution via Immune Tolerance and Homeostatic Resource Allocation for Constrained Multi-Objective Optimization
  8. Benchmarking Tabular Foundation Models as Surrogates in Expensive Evolutionary Optimization
  9. Generation of Continuous Optimization Benchmark Problems Guided by Deep Exploratory Landscape Analysis
  10. Learning Variable Importance and Interaction in Genetic Algorithms for Pseudo-Boolean Optimization
  11. LLMDE: A Large Language Model-Driven Differential Evolution Algorithm for Portfolio Optimization
  12. Meta-Learning-Assisted Constraint Relaxation for Constrained Black-Box Optimization
  13. Enabling Population-Based Architectures for Neural Combinatorial Optimization
  14. A Reinforcement Learning-Driven Multi-Agent Cooperative Grey Wolf Algorithm for Influence Maximization
  15. A hybrid crossover kangaroo escape optimization framework for engineering optimization and UAV path planning
  16. Compute Allocation for Self-Evolving LLMs: From Depth-Breadth to Multi-Armed Bandits
  17. Adaptive dual-space discriminator for large-scale multi-objective optimization
  18. A Classical Luxury eVTOL Complete Comfort on the Road and in the Air
  19. Converge Then Diversify: Decoupling Convergence and Diversity in Multi-Objective Bayesian Optimisation
  20. Niching Agents in The Core

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L2 Region - - 2026 Sep Q3

Constrained Evolutionary Computing

64 papers

Top Topics (10)

Neural and Evolutionary Computing12
Advanced Multi-Objective Optimization Algorithms8
Artificial Intelligence8
Metaheuristic Optimization Algorithms Research7
Machine Learning3
Electric and Hybrid Vehicle Technologies3
Computation and Language2
Optimization and Control2
Gaussian Processes and Bayesian Inference1
Topology Optimization in Engineering1

Top Publications (20)

1.SRCA-CEC: an adaptive two-phase framework for real-world constrained optimization2.Expected Hypervolume Maximization for Multiobjective Optimization under Uncertainties3.A Multiobjective Topology Optimization Method Based on Modified Hypervolume Increment4.Expected Hypervolume Maximization for Multiobjective Optimization under Uncertainties5.Evolution or Illusion? Rethinking Evaluation in LLM Evolutionary Search6.Battery aging-aware speed planning and energy management for autonomous hybrid electric buses at signalized intersections and bus stations7.IRCMO: Biologically Inspired Dual-Population Coevolution via Immune Tolerance and Homeostatic Resource Allocation for Constrained Multi-Objective Optimization8.Benchmarking Tabular Foundation Models as Surrogates in Expensive Evolutionary Optimization9.Generation of Continuous Optimization Benchmark Problems Guided by Deep Exploratory Landscape Analysis10.Learning Variable Importance and Interaction in Genetic Algorithms for Pseudo-Boolean Optimization11.LLMDE: A Large Language Model-Driven Differential Evolution Algorithm for Portfolio Optimization12.Meta-Learning-Assisted Constraint Relaxation for Constrained Black-Box Optimization13.Enabling Population-Based Architectures for Neural Combinatorial Optimization14.A Reinforcement Learning-Driven Multi-Agent Cooperative Grey Wolf Algorithm for Influence Maximization15.A hybrid crossover kangaroo escape optimization framework for engineering optimization and UAV path planning16.Compute Allocation for Self-Evolving LLMs: From Depth-Breadth to Multi-Armed Bandits17.Adaptive dual-space discriminator for large-scale multi-objective optimization18.A Classical Luxury eVTOL Complete Comfort on the Road and in the Air19.Converge Then Diversify: Decoupling Convergence and Diversity in Multi-Objective Bayesian Optimisation20.Niching Agents in The Core

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