January 06, 2026 article Open access A survey on large language models driven meta-optimizers for automated intelligent optimization Artificial Intelligence Review DOI: 10.1007/s10462-025-11470-w Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 1 stored of 10 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access Large language models and evolutionary computation: A critical review of bidirectional interaction, automated algorithm design, and co-adaptive systems 2026 Computer Science Review article Computer Science Metaheuristic Optimization Algorithms Research Open access 0 citations 1 result References 4 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access In-context learning enables multimodal large language models to classify cancer pathology images 2024 Nature Communications article Computer Science AI in cancer detection Open access 156 citations LLaMEA: A Large Language Model Evolutionary Algorithm for Automatically Generating Metaheuristics 2024 IEEE Transactions on Evolutionary Computation article Computer Science Metaheuristic Optimization Algorithms Research Open access cited by 1 patent 98 citations In-the-loop Hyper-Parameter Optimization for LLM-Based Automated Design of Heuristics 2025 ACM Transactions on Evolutionary Learning and Optimization article Computer Science Metaheuristic Optimization Algorithms Research Open access 22 citations BLADE: Benchmark suite for LLM-driven Automated Design and Evolution of iterative optimisation heuristics 2025 Genetic and Evolutionary Computation Conference Companion (GECCO Companion) conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access 5 citations 4 results