Evolutionary Algorithms

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Period ending 2026-09-21

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  1. DarwinX: Evolving Agent Harnesses Through Natural Selection

    Jul 31, 2026Yifan Zhang, Yutong Dai, Juntao Tan +9Self-Evolving AgentsSelf-Evolution

  2. MOSAIC: Adversarial Co-evolution of Specialist Heuristics and Problem Instances for LLM-based Automated Heuristic Design

    Jul 31, 2026Oguzhan Gungordu, Siheng Xiong, Faramarz FekriHeuristicsLlm-Driven

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

    Jul 30, 2026Junlin Yang, Che Jiang, Yu Fu +21Mle-Bench LiteRecursive Self-Improvement

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

    Jul 30, 2026Kostis Michailidis, Dimos Tsouros, Nguyen Dang +1Label Constraint ModelingEvolutionary Search

  5. Hash Chemistry: Minimal Models for Evolutionary Growth of Complexity

    Jul 30, 2026Ilya Horiguchi, Hiroki SayamaReplicator EquationsEvolution

  6. Echoverse: Deep, Evolving Environments for Training Computer-Use Agents at Scale

    Jul 30, 2026Yash Pandya, Sahil Gupta, Sarthak Harne +10Real-World EnvironmentsComputer-Use Agents

  7. Flux-OPD: On-Policy Distillation with Evolving Contexts

    Jul 30, 2026Yuran Wang, Zekun Wang, Bohan Zeng +10On-Policy DistillationRp-Opsd

  8. SciToolAgent-Evo: An Ontology-Aware Self-Evolving Agent for Open-World Scientific Tool Acquisition

    Jul 30, 2026Yuqi Tang, Chenyi Zhou, Libin Wang +3Self-Evolving AgentsAutoresearch

  9. Code Is the Body: Agent-Owned Software Bodies for Recursive Evolution and Descent

    Jul 30, 2026Roy Zhao, Zhenyu ZhaoSelf-Evolving AgentsArtificial Intelligence Agents

  10. VeriSkill: A Self-Evolution Framework for Program Verification Skills

    Jul 30, 2026Changguo Jia, Tianqi Zhao, Zhiyou Xiao +2Skill EvolutionVerifier

  11. Guiding Large Language Models with Genetic Programming-Evolved Heuristic Knowledge for Dynamic Multi-Mode Project Scheduling

    Jul 30, 2026Yuan Tian, Yi Mei, Mengjie ZhangLarge Language Model Decision-MakingHeuristics

  12. LabEvolver: Training-Free Experience Evolution for Safe and Grounded Wet-Lab Agents

    Jul 30, 2026Jingya Wang, Yuyang Gao, Liuzhenghao Lv +2Self-Evolving AgentsAlphaevolve

  13. Belief Coevolution in a Social Network of Generalist and Specialist Large Language Models

    Jul 29, 2026Germans Savcisens, Samantha Dies, Courtney Maynard +1Multi-Agent Large Language ModelOpinion Dynamics

  14. SkillMentor: LLM Agent Self-Evolution via Learning Blind-Spot Diagnosis

    Jul 29, 2026Xiaoyi Bao, Yuanzhen Xie, Yunzhi Tan +5Self-Evolving AgentsLarge Language Model Agents

  15. EvoCause: LLM-Guided Evolution of Causal Graphs for Root Cause Analysis

    Jul 29, 2026Lei Zan, Keli Zhang, Shifeng Xie +7Root Cause AnalysisCausal Graph

  16. AgenticCANN: Automated Ascend C Operator Generation via Knowledge-Augmented Agentic Evolution

    Jul 29, 2026Junhao Qiu, Zidong Wang, Yansong Sun +3Agentic OptimizationSelf-Evolving Agents

  17. Rethinking Self-Evolution: A Constrained Exploration-Exploitation Process for Mitigating Skill Overfitting

    Jul 29, 2026Hongqiang Lin, Chao Liu, Xiaofan Bai +4Skill EvolutionLarge Language Model Agents

  18. Filesystem-Based Memory for LLM Agents: Organization, Evolution, and Sustainability

    Jul 29, 2026Sizhe Zhou, Sheldon Yu, Hui Wei +8Agent MemoryExplicit Memory

  19. Living-Harness Is an Interactive-Agent Evolver

    Jul 29, 2026Yuetian Du, Yucheng Wang, He Xu +9Agent HarnessSelf-Evolving Agents

  20. An evolutionary model of animats with VLM-based subjective evaluation

    Jul 29, 2026Shota Miyazaki, Takaya Arita, Reiji SuzukiEvolutionSubjectivity

  21. DecoEvo: Score-Decoupled Co-Evolution of Solver and Rubric-Generator Skills in Text Space

    Jul 28, 2026Jiangwang Chen, Zixin Song, Junlin Liu +10Co-EvolutionRubrics

  22. Specula: Scaling formal specifications for autonomous model checking of system code

    Jul 28, 2026Qian Cheng, Saad Mohammad Rafid Pial, Ruize Tang +6Probabilistic Model CheckingAgentic Systems

  23. Artificial Intelligence and Innovation Ecosystem: Evolutionary Developments, Challenges, and Future Directions

    Jul 27, 2026Zhimin Zhang, Chengzhen Ma, Jia Chai +5InnovationArtificial Intelligence Systems

  24. Color Fundus Photography Analysis: Co-evolution of Data, Preprocessing, and Modeling toward Multimodal AI

    Jul 27, 2026Yu Li, Wengan He, Wenhui Xu +7Fundus ImagesMultimodal Clinical Data

  25. Modeling Stylistic Co-evolution in Symbolic Music Heritage Collections

    Jul 27, 2026Yulong He, Ivan Smirnov, Yanming LiSheet MusicHarmonization

  26. Limbomorphs

    Jul 26, 2026Alex Alvarez, Michael LevinBio-Inspired FrameworkLegs

  27. Provable Speedups From Dynamic Population Sizes in Evolutionary Algorithms for Multiobjective Optimization

    Jul 26, 2026Andre OprisEvolutionary SearchMulti-Objective Optimization

  28. Are You Still the Agent I Authorized? Earned Authority under a Fixed Ceiling for Evolving Agents

    Jul 26, 2026Zhaoxi Zhang, Xiaomei ZhangAuthorizationAuthority

  29. Benchmarking Zero-Shot LLM-Generated Parent Selection in Genetic Programming for Symbolic Regression

    Jul 26, 2026Hengzhe Zhang, Qi Chen, Bing Xue +2Symbolic RegressionGenetic Algorithms

  30. A genetic algorithm for student academic resource allocation

    Jul 25, 2026Ana F. Hernández, Andrej Franulic, Fernando JiménezCombinatorial OptimizationMetaheuristics

  31. MEMENTO: Memory-Guided Memetic Code-as-Policy Evolution

    Jul 24, 2026Alkis Sygkounas, Victor Aregbede, Amy Loutfi +1Robot PoliciesEvolutionary Search

  32. Skill Self-Play: Pushing the Frontier of LLM Capability with Co-Evolving Skills

    Jul 24, 2026Siyuan Huang, Pengyu Cheng, Haotian Liu +10Skill EvolutionSelf-Evolution

  33. Closed-Loop Generative Selection: Convergence, Memory, and Noisy Oracles

    Jul 24, 2026Konstantin Fackeldey, Christof SchütteDrug DesignSharp Joint-Kl Oracle Theory

  34. Teaching LLMs to Self-Evolve: Cultivating Core Meta-Skills with Reinforcement Learning

    Jul 24, 2026Shujin Wu, Cheng Qian, Xiusi Chen +1Self-EvolutionSkill Evolution

  35. FedAgentKE: Federated Semantic Knowledge Evolution for Heterogeneous Agents

    Jul 23, 2026Weihao Li, Jun Bai, Ziyang SongMulti-Agent EvolutionFedavg

  36. Evolutionary dynamics of collective decision-making with local social influence on static and dynamic networks

    Jul 23, 2026Yuyuan Liu, Xiaojie ChenComplex NetworksSocial Influence

  37. Audio-Zero: Label-Free Self-Evolution for Fine-Grained Audio Reasoning

    Jul 22, 2026Siqian Tong, Xuan Li, Chaozhuo Li +5Audio RepresentationAudio

  38. EvoDRC: A Self-Evolving Agentic Framework for Automated DRC Violation Repair

    Jul 22, 2026Bing-Yue Wu, Chia-Tung Ho, Haoyu Yang +2Electronic Design AutomationChip Design

  39. EvoThink: Evolving Thinking in Large Reasoning Models via Self-Pruning and Aha-Moment Preference Optimization

    Jul 22, 2026Xinbang Dai, Zheyu Xin, Huikang Hu +7Large Reasoning ModelsAlphaevolve

  40. Geospatial Diffusion-based Evolution Synthesis (GeoDES) for Storm-Centered Weather Augmentation

    Jul 21, 2026Sonia Cromp, Satya Sai Srinath Namburi GNVV, Youran Wang +4Weather ModelsAdverse Weather

  41. Incomplete Observations Boost Evolutionary Performance in Ocean Modeling

    Jul 21, 2026Yangyang Kong, Yutong Jiang, Yanhai Gan +3Data AssimilationState Space Models

  42. Verifiable Self-Evolution for Open-Ended Dialogue Skills via Future-Feedback Prediction

    Jul 21, 2026ChaoJin Zhao, Xuan JiangSkill EvolutionFeedback Learning

  43. A Self-Evolving Default Action for Cooperative Tasks with Continuous Action Space

    Jul 21, 2026Shuangyao HuangMulti-Agent Reinforcement LearningAction Space

  44. Automated Discovery Has No Universally Superior Harness

    Jul 20, 2026Akshat Gupta, Jermaine Lei, Alexander Lu +2Evolutionary SearchAlphaevolve

  45. EVOLVE: Efficient Learned Volume Compression with Variable-Rate Encoding on a Cross-Domain Database

    Jul 20, 2026Kaiyuan Tang, Maizhe Yang, Chaoli WangContext CompressionMasked Autoencoders

  46. Autonomous Discovery of Wireless Communications Algorithms

    Jul 20, 2026Fayçal Aït Aoudia, Jakob Hoydis, Sebastian Cammerer +4Wireless NetworksEvolutionary Search

  47. SR-Agent: An Experience-Driven Agentic Framework for Post-Ranking Strategy Refinement in E-Commerce Recommendation

    Jul 20, 2026Hanchen Yang, Kaiwen Yang, Junpeng Zhuang +7Agentic CommerceReranking

  48. Optimizing Sensor Placement for Hydrogen Leak Detection in Enclosed Infrastructure: A Comparative Study Using CFD-informed Genetic Algorithm and DeepSets Neural Surrogate

    Jul 20, 2026Fangnian Wang, Nicholas Tan Jerome, Thomas Jordan +1Optimal Sensor PlacementComputational Fluid Dynamic

  49. EvolvingWorld: An Open-Schema Framework for Co-Evolving Role-Play Agents and World Model in Interactive Literary World

    Jul 19, 2026Qing Zong, Yue Guo, Mengxin Yang +2FictionRole-Playing Agents

  50. Searching for Task-Specific Vision Paths: Evolutionary Block Pruning Across Vision-Language Models

    Jul 19, 2026Tarun TomarLarge Vision Language ModelsPoint-Vlms

  51. Genesis: An Empirical Platform for Studying Open-Ended Evolution Without Fitness Functions

    Jul 18, 2026Anushka SharmaEvolutionPhysical Activities

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

    Jul 18, 2026Lampros Printzios, Konstantinos ChatzilygeroudisConstrained OptimizationEvolutionary Search

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

    Jul 18, 2026Anushka SharmaEvolutionSelf-Evolving Agents

  54. From Memory to Skills: Evidence-Grounded Co-Evolution Governance for Long-Horizon LLM Agents

    Jul 18, 2026Bo Tang, Yang Zhang, Guomian Zhuang +8Long-Horizon AgentsAgent Memory

  55. Clarify Before Executing: A Self-Evolving Agent for Resolving Intent Asymmetry in 3D Tool Orchestration

    Jul 17, 2026Xiaoye Zhu, Weixin Li, Junan Huo +53D Object UnderstandingMulti-Turn Interactions

  56. Recursive Harness Self-Improvement

    Jul 17, 2026Hyunin Lee, Jinglue Xu, Jeffrey Seely +3Agent HarnessRecursive Self-Improvement

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

    Jul 16, 2026Enrico Halim, Hemant Kumar Singh, Tapabrata RayBlack-Box OptimizationEvolutionary Search

  58. SEED: Self-Evolving On-Policy Distillation for Agentic Reinforcement Learning

    Jul 16, 2026Jinyang Wu, Shuo Yang, Zhengxi Lu +8Agentic Reinforcement-Learning FrameworkUnsupervised On-Policy Self-Distillation

  59. TopoAgent: A Self-Evolving Topological Agent for Multimodal Scientific Reasoning

    Jul 16, 2026Mingze Xu, Yinghui Li, Jiayi Kuang +5Self-Evolving Agents

  60. Reward-Free Evolving Agents via Pairwise Validator

    Jul 15, 2026Minghao Liu, Yu Wang, Jiayun Wang +1Self-Evolving AgentsAgentic Evaluations