Evolutionary Optimization

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19 papers in the last four weeks, up 90% on the four weeks before. 0.2% of all new papers.

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  1. Identifying potentiating events in evolutionary search using replay experiments

    Aug 10, 2026Austin J. Ferguson, Alexander LalejiniEvolutionary Optimization

    Grand Valley State University, Allendale, MI, USA

  2. Evolving Parallel Algorithm Portfolios via Potential-Aware Instance Generation with LLMs

    Aug 7, 2026Shaofeng Zhang, Shengcai Liu, Zhiyuan Wang +1Evolutionary OptimizationLarge Language Model-Guided Optimization

    Guangdong Provincial Key Laboratory of Brain-Inspired Intelligent Computation, Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen 518055, China · Zhongguancun Academy, Beijing 100094, China

  3. LyEvO: Lyapunov-Guided Evolutionary Optimization for Safe and Robust Sim-to-Real Policy Learning

    Aug 6, 2026Riccardo Curcio, Hongpeng Cao, Marco CaccamoRobot Policy LearningEvolutionary Optimization

    Department of Computer Science, Sapienza University of Rome, via Salaria 113, 00198 Rome, Italy · School of Engineering and Design, Technical University of Munich, Boltzmannstraße 15, 85748 Garching b. München, Germany

  4. MicroEvo: Knowledge-Guided LLM Sampling for Efficient Microarchitecture Design Space Exploration

    Aug 6, 2026Jia Xiong, Runkai Li, Chenxu Niu +11Evolutionary OptimizationMulti-Objective Evolutionary Optimization

    Southeast University · National Center of Technology Innovation for EDA · NVIDIA Corporation +4

  5. Relay, Don't Route: Adaptive Population Handoff for Cost-Efficient LLM-Driven Evolution

    Aug 6, 2026Sichun Luo, Yi Huang, Guanzhi Deng +6Multi-Fidelity OptimizationEvolutionary Optimization

    1The University of Hong Kong · 2JIUTIAN Research, China Mobile · 3City University of Hong Kong +1

  6. HPSO: Particle Swarm Optimization with Hypergraph-Based Topology

    Aug 5, 2026Wenbin Pei, Xi Luo, Bing Xue +2Evolutionary OptimizationParticle Swarm Optimization

    School of Computer Science and Technology, Dalian University of Technology, Dalian, 116024, China · Key Laboratory of Social Computing and Cognitive Intelligence (Dalian University of Technology), Ministry of Education, China · Centre for Data Science and Artificial Intelligence & School of Engineering and Computer Science, Victoria University of Wellington, Wellington, 6140, New Zealand +1

  7. MuEvo: LLM-Driven Evolution of Multi-Heuristic Ensemble

    Aug 4, 2026Haoze Lv, Ning Lu, Shengcai Liu +2Automated Heuristic DesignEvolutionary Optimization

    Guangdong Provincial Key Laboratory of Brain-Inspired Intelligent Computation, Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen 518055, China · The Hong Kong University of Science and Technology

  8. Cooperative Coevolution for Resource-Constrained Agentic LLM Post-Training

    Aug 3, 2026Zhiyuan Wang, Shengcai Liu, Jiahao Wu +5Evolutionary OptimizationEvolution Strategies

    Guangdong Provincial Key Laboratory of Brain-inspired Intelligent Computation, Department of Computer Science and Engineering, Southern University of Science and Technology · Hong Kong Polytechnic University · Hong Kong University of Science and Technology +2

  9. Two Sides of the Same Coin: Co-Evolving Search for Cross-Task Attacks on Vision-Language Models

    Aug 3, 2026Xuanhui Lin, Junhao Dong, Mingrong Gong +3VLM RobustnessAdversarial Attacks on VLMs

    College of Computing and Data Science, Nanyang Technological University, Singapore

  10. Towards Autonomous Formulaic Alpha Discovery: An Evolutionary Computation Perspective

    Aug 3, 2026Xinwei Yu, Yiyang Fu, Mingcheng Fan +3Automated Algorithm DiscoveryEvolutionary Optimization

    Xi’an Jiaotong-Liverpool University, Suzhou 215123, China · Shanghai University, Shanghai 200444, China

  11. An Evolutionary Algorithm Assisted by an Ensemble of Pareto-Optimal Surrogate Models

    Aug 3, 2026Kei Nishihara, Yaochu Jin, Masaya NakataSurrogate ModelingSurrogate-Assisted Optimization

    Organization for the Promotion of Education, Yokohama National University, Yokohama 2408501, Japan · School of Engineering, Westlake University, Hangzhou 310030, China · Faculty of Engineering, Yokohama National University, Yokohama 2408501, Japan

  12. Linear Proposal Operators and Stochastic Search Geometry in SOMA and Differential Evolution

    Jul 31, 2026Vojtěch Novák, Ivan ZelinkaDifferential EvolutionEvolutionary Optimization

    Department of Computer Science, Faculty of Electrical Engineering and Computer Science, VSB - Technical University of Ostrava, Ostrava, Czech Republic · IT4Innovations National Supercomputing Center, VSB - Technical University of Ostrava, 708 00 Ostrava, Czech Republic · Department of Informatics and Statistics, Marine Research Institute, Klaipeda University, Lithuania

  13. DarwinX: Evolving Agent Harnesses Through Natural Selection

    Jul 31, 2026Yifan Zhang, Yutong Dai, Juntao Tan +9Evolutionary OptimizationAgent Harness Optimization

    1Salesforce AI Research · 2Salesforce Agentforce

  14. Frontis-MA1: Training an AI4AI Model towards Recursive Self-Improvement in Machine Learning Engineering

    Jul 30, 2026Junlin Yang, Che Jiang, Yu Fu +21Evolutionary OptimizationSelf-Improving Agents

    Horizon Research, Frontis.AI

  15. LLM-Guided Evolutionary Search for Constraint Model Reformulation to Improve Solver Efficiency

    Jul 30, 2026Kostis Michailidis, Dimos Tsouros, Nguyen Dang +1Automated Heuristic DesignEvolutionary Optimization

    1DTAI, KU Leuven, Belgium · University of Western Macedonia, Greece · University of St Andrews, United Kingdom

  16. SCOPE: Synthetic Conditional Objectives for Policy Evolution in Black-Box Combinatorial Optimization

    Jul 30, 2026Nguyen Viet Tuan Kiet, Nguyen Huu Duc, Le Cong Bang +2Surrogate-Assisted OptimizationEvolutionary Optimization

    1Hanoi University of Science and Techonology, Hanoi, Vietnam · University of Sydney, Sydney, Australia

  17. Multi-Objective Compliance-Integrated Coevolution For Simulated And Real-World Deployment Of Multi-Robot Marine Autonomy

    Jul 28, 2026Everardo Gonzalez, Tyler M. Paine, Manuel Agraz Vallejo +3Evolutionary OptimizationMulti-Objective Evolutionary Optimization

    Collaborative Robotics And Intelligent Systems Institute, Oregon State University, Corvallis, OR, USA · MIT Marine Autonomy Lab, MIT, Cambridge, MA, USA

  18. Quantum-Inspired Evolutionary Neighborhood Search for Arrival-Departure Track Utilization Adjustment under Short-Term Disturbances

    Jul 27, 2026Xiaobin Li, Wuming Lei, Yanbin Gao +1Evolutionary OptimizationIntelligent Transportation Systems

    School of Transportation Engineering East China Jiaotong University Nanchang, Jiangxi 330038, China

  19. Adaptive Graph-of-Islands Evolution for Automatic Feature Engineering with LLMs

    Jul 25, 2026Sha Li, Naren RamakrishnanEvolutionary OptimizationLarge Language Model-Guided Optimization

    Department of Computer Science Virginia Tech Blacksburg, VA 24060 · Department of Computer Science Virginia Tech Alexandria, VA 22305

  20. Sensitivity of hMPA to Controlled CEC 2017 Transformations

    Jul 24, 2026Grzegorz Sroka, Sławomir T. WierzchońEvolutionary Optimization

    Department of Analysis Nonlinear, Rzeszów University of Technology, Powstańców Warszawy 12, 35-959 Rzeszów, Poland · Institute of Computer Science, Polish Academy of Sciences, ul. Jana Kazimierza 5, 01-248 Warsaw, Poland

  21. Automated Discovery Has No Universally Superior Harness

    Jul 20, 2026Akshat Gupta, Jermaine Lei, Alexander Lu +2Automated Algorithm DiscoveryAutomated Heuristic Design

    UC Berkeley · MIT, MIT-IBM Watson AI Lab

  22. Hybrid Augmented Lagrangian Method for General Constrained Optimization via Evolutionary Algorithms

    Jul 18, 2026Lampros Printzios, Konstantinos ChatzilygeroudisEvolutionary OptimizationAugmented Lagrangian Method

    Laboratory of Automation & Robotics (LAR), Department of Electrical & Computer Engineering, University of Patras, University Campus, Patras, GR-26504, Achaia, Greece

  23. Evolving Self-Organising Agents Without Fitness: Three Falsifiable Experiments from Constraint-Driven Selection to Developmental Encoding

    Jul 18, 2026Anushka SharmaArtificial LifeEvolutionary Optimization

    Banasthali Vidyapith Vanasthali, Rajasthan, India

  24. Evolutionary Algorithm-Guided LLMs for Physics-Informed Neural Network Design

    Jul 17, 2026Xu Yang, Mingyang Yu, Jing Xu +1Neural PDE SolversEvolutionary Optimization

    Shanghai Institute of Intelligent Education, East China Normal University, Shanghai 200062, China · College of Artificial Intelligence, Nankai University, Tianjin 300350, China

  25. Confidence-based Ranking with Adaptive Sampling for Noisy Black-Box Optimisation

    Jul 16, 2026Enrico Halim, Hemant Kumar Singh, Tapabrata RayEvolutionary OptimizationBlack-Box Optimization

    The University of New South Wales, Canberra, Australia

  26. S-CARD-CMSA: A Score-Aware Candidate Archive with Density-Filtered Reporting for Multimodal Optimization

    Jul 15, 2026Dikshit ChauhanEvolutionary OptimizationMultimodal Optimization

    Department of Electrical and Computer Engineering, National University of Singapore

  27. Hybrid multi-objective evolutionary algorithms for service placement in the computing continuum: a comparative study with genetic traceability

    Jul 14, 2026Sergi Vivo, Carlos Guerrero, Isaac LeraEvolutionary OptimizationMulti-Objective Evolutionary Optimization

    Computer Science Department, University of the Balearic Islands, Crta. Valldemossa km 7.5, Palma, E07122, Illes Balears, Spain.

  28. A new dual-population constrained multi-objective evolutionary optimization algorithm with repair constraint handling for structural optimization

    Jul 14, 2026Fardad Homafar, Jasmin JelovicaEvolutionary OptimizationMulti-Objective Evolutionary Optimization

    Department of Mechanical Engineering, The University of British Columbia, 6250 Applied Science Ln, Vancouver, V6T 1Z4, Canada · Department of Civil Engineering, The University of British Columbia, 6250 Applied Science Ln, Vancouver, V6T 1Z4, Canada

  29. RefineEvo: Planning-Guided Heuristic Evolution with Bidirectional Experience

    Jul 13, 2026Yang Wu, Junran Pan, Yifan Zhang +3Automated Heuristic DesignEvolutionary Optimization

    C2DL, Institute of Automation, Chinese Academy of Sciences · School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing · University of Chinese Academy of Sciences, Nanjing +1

  30. Evolutionary Intelligence for Scientific Discovery: From Evolutionary Computation to Cumulative Discovery Systems

    Jul 10, 2026Chao Wang, Lingling Li, Fang Liu +1Evolutionary OptimizationScientific Discovery

    1*School of Artificial Intelligence, Xidian University, No. 2 South Taibai Road, Xi’an, 710071, Shaanxi, China.