{"total":86,"rows":[{"id":"2309.03409","title":"Large Language Models as Optimizers","created":"2023-09-07","cited_by_count":864,"area":null},{"id":"2402.01145","title":"ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution","created":"2024-02-02","cited_by_count":276,"area":null},{"id":"2401.02051","title":"Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model","created":"2024-01-04","cited_by_count":268,"area":null},{"id":"2309.08532","title":"EvoPrompt: Connecting LLMs with Evolutionary Algorithms Yields Powerful Prompt Optimizers","created":"2023-09-15","cited_by_count":193,"area":null},{"id":"2402.03921","title":"Large Language Models to Enhance Bayesian Optimization","created":"2024-02-06","cited_by_count":135,"area":null},{"id":"2404.18400","title":"LLM-SR: Scientific Equation Discovery via Programming with Large Language Models","created":"2024-04-29","cited_by_count":133,"area":null},{"id":"2302.14838","title":"EvoPrompting: Language Models for Code-Level Neural Architecture Search","created":"2023-02-28","cited_by_count":131,"area":null},{"id":"2401.10034","title":"Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap","created":"2024-01-18","cited_by_count":90,"area":null},{"id":"2409.09359","title":"Symbolic Regression with a Learned Concept Library","created":"2024-09-14","cited_by_count":83,"area":null},{"id":"2406.04268","title":"Open-Endedness is Essential for Artificial Superhuman Intelligence","created":"2024-06-06","cited_by_count":80,"area":null},{"id":"2412.14995","title":"HSEvo: Elevating Automatic Heuristic Design with Diversity-Driven Harmony Search and Genetic Algorithm Using LLMs","created":"2024-12-19","cited_by_count":73,"area":null},{"id":"2311.15249","title":"Algorithm Evolution Using Large Language Model","created":"2023-11-26","cited_by_count":53,"area":null},{"id":"2401.07102","title":"Evolving Code with A Large Language Model","created":"2024-01-13","cited_by_count":43,"area":null},{"id":"2310.13032","title":"Quality-Diversity through AI Feedback","created":"2023-10-19","cited_by_count":40,"area":null},{"id":"2503.14434","title":"LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers","created":"2025-03-18","cited_by_count":38,"area":null},{"id":"2509.24372","title":"Evolution Strategies at Scale: LLM Fine-Tuning Beyond Reinforcement Learning","created":"2025-09-29","cited_by_count":34,"area":null},{"id":"2310.12541","title":"Large Language Model for Multi-objective Evolutionary Optimization","created":"2023-10-19","cited_by_count":29,"area":null},{"id":"2405.16203","title":"Evolutionary Large Language Model for Automated Feature Transformation","created":"2024-05-25","cited_by_count":29,"area":null},{"id":"2406.18851","title":"LICO: Large Language Models for In-Context Molecular Optimization","created":"2024-06-27","cited_by_count":26,"area":null},{"id":"2406.04824","title":"FunBO: Discovering Acquisition Functions for Bayesian Optimization with FunSearch","created":"2024-06-07","cited_by_count":23,"area":null},{"id":"2407.10873","title":"Understanding the Importance of Evolutionary Search in Automated Heuristic Design with Large Language Models","created":"2024-07-15","cited_by_count":22,"area":null},{"id":"2405.03547","title":"Position: Leverage Foundational Models for Black-Box Optimization","created":"2024-05-06","cited_by_count":21,"area":null},{"id":"2310.10266","title":"Generative Calibration for In-context Learning","created":"2023-10-16","cited_by_count":20,"area":null},{"id":"2401.10510","title":"When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges","created":"2024-01-19","cited_by_count":20,"area":null},{"id":"2305.02251","title":"Automated Scientific Discovery: From Equation Discovery to Autonomous Discovery Systems","created":"2023-05-03","cited_by_count":19,"area":null},{"id":"2310.05976","title":"An evolutionary model of personality traits related to cooperative behavior using a large language model","created":"2023-10-03","cited_by_count":18,"area":null},{"id":"2509.17998","title":"Adaptive Kernel Design for Bayesian Optimization Is a Piece of CAKE with LLMs","created":"2025-09-22","cited_by_count":17,"area":null},{"id":"2502.10802","title":"CoCoEvo: Co-Evolution of Programs and Test Cases to Enhance Code Generation","created":"2025-02-15","cited_by_count":14,"area":null},{"id":"2405.03728","title":"Pretrained Optimization Model for Zero-Shot Black Box Optimization","created":"2024-05-06","cited_by_count":13,"area":null},{"id":"2410.20848","title":"Deep Insights into Automated Optimization with Large Language Models and Evolutionary Algorithms","created":"2024-10-28","cited_by_count":12,"area":null},{"id":"2509.08269","title":"A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving","created":"2025-09-10","cited_by_count":11,"area":null},{"id":"2410.22296","title":"Generalists vs. Specialists: Evaluating LLMs on Highly-Constrained Biophysical Sequence Optimization Tasks","created":"2024-10-29","cited_by_count":10,"area":null},{"id":"2402.18609","title":"ICE-SEARCH: A Language Model-Driven Feature Selection Approach","created":"2024-02-28","cited_by_count":8,"area":null},{"id":"2407.09502","title":"From Text to Life: On the Reciprocal Relationship between Artificial Life and Large Language Models","created":"2024-06-14","cited_by_count":8,"area":null},{"id":"2511.05650","title":"Optimizing Diversity and Quality through Base-Aligned Model Collaboration","created":"2025-11-07","cited_by_count":8,"area":null},{"id":"2404.15794","title":"Large Language Models as In-context AI Generators for Quality-Diversity","created":"2024-04-24","cited_by_count":7,"area":null},{"id":"2407.17404","title":"Grammar-based Game Description Generation using Large Language Models","created":"2024-07-24","cited_by_count":7,"area":null},{"id":"2509.20529","title":"MDBench: Benchmarking Data-Driven Methods for Model Discovery","created":"2025-09-24","cited_by_count":7,"area":null},{"id":"2310.10692","title":"ACES: Generating Diverse Programming Puzzles with with Autotelic Generative Models","created":"2023-10-15","cited_by_count":6,"area":null},{"id":"2503.14217","title":"Decision Tree Induction Through LLMs via Semantically-Aware Evolution","created":"2025-03-18","cited_by_count":6,"area":null},{"id":"2505.18602","title":"LLM-Meta-SR: In-Context Learning for Evolving Selection Operators in Symbolic Regression","created":"2025-05-24","cited_by_count":6,"area":null},{"id":"2403.12071","title":"Tailoring Education with GenAI: A New Horizon in Lesson Planning","created":"2024-02-12","cited_by_count":5,"area":null},{"id":"2412.20694","title":"QUBE: Enhancing Automatic Heuristic Design via Quality-Uncertainty Balanced Evolution","created":"2024-12-30","cited_by_count":5,"area":null},{"id":"2502.10433","title":"Neural Genetic Search in Discrete Spaces","created":"2025-02-09","cited_by_count":5,"area":null},{"id":"2502.14285","title":"Vulnerability of Text-to-Image Models to Prompt Template Stealing: A Differential Evolution Approach","created":"2025-02-20","cited_by_count":5,"area":null},{"id":"2402.00089","title":"SCAPE: Searching Conceptual Architecture Prompts using Evolution","created":"2024-01-31","cited_by_count":4,"area":null},{"id":"2505.20242","title":"RedAHD: Reduction-Based End-to-End Automatic Heuristic Design with Large Language Models","created":"2025-05-26","cited_by_count":4,"area":null},{"id":"2603.20910","title":"LLM-ODE: Data-driven Discovery of Dynamical Systems with Large Language Models","created":"2026-03-21","cited_by_count":4,"area":null},{"id":"2606.05408","title":"Mutation Without Variation: Convergence Dynamics in LLM-Driven Program Evolution","created":"2026-06-03","cited_by_count":4,"area":null},{"id":"2501.15081","title":"Can Large Language Models Be Trusted as Evolutionary Optimizers for Network-Structured Combinatorial Problems?","created":"2025-01-25","cited_by_count":3,"area":null},{"id":"2503.21155","title":"Embedding Domain-Specific Knowledge from LLMs into the Feature Engineering Pipeline","created":"2025-03-27","cited_by_count":3,"area":null},{"id":"2511.05120","title":"A Toolbox for Improving Evolutionary Prompt Search","created":"2025-11-07","cited_by_count":3,"area":null},{"id":"2312.03126","title":"Learning Curricula in Open-Ended Worlds","created":"2023-12-03","cited_by_count":2,"area":null},{"id":"2601.14523","title":"Large Language Model-Powered Evolutionary Code Optimization on a Phylogenetic Tree","created":"2026-01-20","cited_by_count":2,"area":null},{"id":"2602.23092","title":"Enhancing CVRP Solver through LLM-driven Automatic Heuristic Design","created":"2026-02-26","cited_by_count":2,"area":null},{"id":"2605.04057","title":"Structured Progressive Knowledge Activation for LLM-Driven Neural Architecture Search","created":"2026-04-10","cited_by_count":2,"area":null},{"id":"2412.19780","title":"Tensor Network Estimation of Distribution Algorithms","created":"2024-12-27","cited_by_count":1,"area":null},{"id":"2501.02200","title":"Learning Evolution via Optimization Knowledge Adaptation","created":"2025-01-04","cited_by_count":1,"area":null},{"id":"2504.03991","title":"Algorithmic Prompt Generation for Diverse Human-like Teaming and Communication with Large Language Models","created":"2025-04-04","cited_by_count":1,"area":null},{"id":"2505.05863","title":"Evolutionary ecology of words","created":"2025-05-09","cited_by_count":1,"area":null},{"id":"2506.07759","title":"REMoH: A Reflective Evolution of Multi-objective Heuristics approach via Large Language Models","created":"2025-06-09","cited_by_count":1,"area":null},{"id":"2510.14455","title":"Coder as Editor: Code-driven Interpretable Molecular Optimization","created":"2025-10-16","cited_by_count":1,"area":null},{"id":"2605.03101","title":"Programmatic Context Augmentation for LLM-based Symbolic Regression","created":"2026-05-04","cited_by_count":1,"area":null},{"id":"2605.18869","title":"MO-CAPO: Multi-Objective Cost-Aware Prompt Optimization","created":"2026-05-15","cited_by_count":1,"area":null},{"id":"2605.30961","title":"EvoGens: A Population-Based Heuristic Search Framework for Scientific Idea Generation","created":"2026-05-29","cited_by_count":1,"area":null},{"id":"2401.09862","title":"Evolutionary Multi-Objective Optimization of Large Language Model Prompts for Balancing Sentiments","created":"2024-01-18","cited_by_count":0,"area":null},{"id":"2410.09038","title":"SimpleStrat: Diversifying Language Model Generation with Stratification","created":"2024-10-11","cited_by_count":0,"area":null},{"id":"2412.08842","title":"Kajal: Extracting Grammar of a Source Code Using Large Language Models","created":"2024-12-12","cited_by_count":0,"area":null},{"id":"2501.18504","title":"CLEAR: Cue Learning using Evolution for Accurate Recognition Applied to Sustainability Data Extraction","created":"2025-01-30","cited_by_count":0,"area":null},{"id":"2505.19625","title":"Search-Based Software Engineering and AI Foundation Models: Current Landscape and Future Roadmap","created":"2025-05-26","cited_by_count":0,"area":null},{"id":"2512.08609","title":"CogMCTS: A Novel Cognitive-Guided Monte Carlo Tree Search Framework for Iterative Heuristic Evolution with Large Language Models","created":"2025-12-09","cited_by_count":0,"area":null},{"id":"2512.13935","title":"Informing Acquisition Functions via Foundation Models for Molecular Discovery","created":"2025-12-15","cited_by_count":0,"area":null},{"id":"2601.12723","title":"An Evolutionary Framework for Automatic Optimization Benchmark Generation via Large Language Models","created":"2026-01-19","cited_by_count":0,"area":null},{"id":"2602.16038","title":"Heuristic Search as Language-Guided Program Optimization","created":"2026-02-17","cited_by_count":0,"area":null},{"id":"2605.09781","title":"Parameter-Efficient Neuroevolution for Diverse LLM Generation: Quality-Diversity Optimization via Prompt Embedding Evolution","created":"2026-05-10","cited_by_count":0,"area":null},{"id":"2606.12279","title":"Genetic Algorithms with Optimization Guided Operators","created":"2026-06-10","cited_by_count":0,"area":null},{"id":"2607.16255","title":"Feature Generation Using LLMs: An Evolutionary Algorithm Approach","created":"2026-06-27","cited_by_count":0,"area":null},{"id":"2607.17762","title":"Autonomous Discovery of Wireless Communications Algorithms","created":"2026-07-20","cited_by_count":0,"area":null},{"id":"2607.28019","title":"Building a User Foundation Model for the Open Web","created":"2026-07-30","cited_by_count":0,"area":null},{"id":"2607.28268","title":"LLM-Guided Evolutionary Search for Constraint Model Reformulation to Improve Solver Efficiency","created":"2026-07-30","cited_by_count":0,"area":null},{"id":"2608.07544","title":"MOSAIC: Adversarial Co-evolution of Specialist Heuristics and Problem Instances for LLM-based Automated Heuristic Design","created":"2026-07-31","cited_by_count":0,"area":null},{"id":"2608.12522","title":"$\\varepsilon$-MemEvo: Adaptive Cross-Task Memory Transfer for LLM Program Evolution","created":"2026-08-12","cited_by_count":0,"area":null},{"id":"2608.24545","title":"Discovering Adaptive Transmission Programs for Collective Innovation","created":"2026-08-25","cited_by_count":0,"area":null},{"id":"2609.11452","title":"RouteRepair: Instance-Level Failure Diagnosis and Targeted Repair in LLM-Based Automated Heuristic Design for Routing Optimization","created":"2026-09-10","cited_by_count":0,"area":null},{"id":"2609.31649","title":"From Hand-Crafted to LLM-Based Variation Operators in Metaheuristics: A Tutorial","created":"2026-09-13","cited_by_count":0,"area":null},{"id":"2609.37056","title":"Evolving Towards Better Codes: LLM-Guided Search for High-Distance Binary Linear Codes","created":"2026-09-29","cited_by_count":0,"area":null}],"next_cursor":null}