Evolutionary Algorithms

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Period ending 2026-09-21

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Period ending 2026-09-14

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Period ending 2026-09-07

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  1. Efficient Constant Optimization for Symbolic Regression with GPU-Accelerated Tree-Based Genetic Programming

    Sep 3, 2026Hao Mao, Xu Tony Liu, Shuai Lu +3Symbolic RegressionGenetic Algorithms

  2. Advances in Machine Learning for Directed Evolution: A Five-Year Retrospective

    Sep 2, 2026Bruce J. WittmannProtein DesignEvolution

  3. CHIME: Credit-Aware Hierarchical Memory Evolution for Long-Horizon Agentic Planning

    Sep 2, 2026Yongshi Ye, Tian Lan, Feihu Jiang +7Long-Horizon AgentsAgent Memory

  4. CircuitsDNA: Discovering Unconventional Multi-Accuracy Arithmetic Circuits via Evolutionary Synthesis

    Sep 1, 2026Ruichen Qi, Junyi Luo, Xinting Jiang +5Sparse Deep Neural Network AcceleratorsAnd Mixed-Signal Circuits

  5. EvoSCM: Scientific Belief Revision Through Causal Model Evolution and Experimentation

    Sep 1, 2026Qing Zhao, Haowei Li, Weijian Deng +2Scientific DiscoveryScientific Agents

  6. GlossoGen: Emergent Language in Complex Multi-Agent LLM Interactions

    Sep 1, 2026Elias Stengel-Eskin, Newton Sander, Carlos Bonetti +4Multilingual Large Language ModelsEvolution

  7. ARISE-RL: Agentic Rubric-Grounded Iterative Self-Evolution with Reinforcement Learning

    Sep 1, 2026Fanrui Zhang, Ruixue Ding, Qiang Zhang +13Rubric-Based Reinforcement LearningDeepmind Control Suite

  8. HarnessEvolve: Learning from Reference Trajectories for Reliable Agent Self-Evolution

    Sep 1, 2026Wen Jiang, Mingmin Chu, Yimeng Tian +6Self-EvolutionAgent Harness

  9. RingMoClaw: An Experience-Inspired Multi-Agent Framework for Self-Evolving Research in Remote Sensing

    Sep 1, 2026Kaiyue Kang, Qixuan He, Peijin Wang +9Remote SensingClaws

  10. StudyBench: Can Self-Evolution Squeeze Textbooks for Olympiad Capability?

    Sep 1, 2026Yinghao Chen, Zixi Chen, Bingxiang He +7Self-EvolutionOlympiad-Level Problem

  11. DiagEvo: Diagnosis-Guided Self-Evolution via Hierarchical Error Memory

    Sep 1, 2026Xincheng Wei, Yifan Ding, Yoshua Li +5Self-EvolutionReasoning Benchmark

  12. Self-Reports Are Not Verification: Environment-Grounded Auditing of LLM Operators in Evolutionary Search

    Sep 1, 2026Enrong Pan, Ryan Zhou, Ting HuSelf-AssessmentsAlgorithm Auditing

  13. EvoFlint: An Evolutionary Atlas of Multi-Turn LLM Vulnerabilities

    Aug 31, 2026Feitong Qiao, Liren Peng, Shiming Ren +7Language Model Evasion AttacksRed-Teaming

  14. Higher Structures in Deep Learning

    Aug 31, 2026Michael L. Roberts, Carlos Zapata Carratalá. Nicholas J. Cooper, Lijun Chen +2Higher OrderDeep Learning

  15. Flawed in Nature, Perfect through Evolution

    Aug 31, 2026J. M. Diederik KruijssenEvolutionIntelligence

  16. PaperGym: Rubric-Centered Evolution for Research-Plan Generation

    Aug 31, 2026Yuhan Wang, Zhengxi Lu, Yuchen Yan +6RubricsArtificial Intelligence Scientists

  17. Aspire: Can Models Self-Evolve from Vague Goals?

    Aug 31, 2026Yuhao Wu, Jingyuan Zhang, Jiajun Shi +18Self-EvolutionObjectives

  18. Safin-1: Safety from Within through Memory-Native State Evolution

    Aug 31, 2026Ming Zhang, Kaisen Yang, Shu Yu +15Persistent StateSafeguard

  19. EvoSkill Injection: Red-Teaming Autonomous Skill Generation and Evolution in Self-Evolving Agents

    Aug 31, 2026Doyun Kim, Chanwoo Kim, Sugyeong Eo +2Skill EvolutionSelf-Evolving Agents

  20. Co-Evolving Actor-Conditioned Critics for Non-Verifiable Generation

    Aug 31, 2026Jinyoung Kim, Muhammad Khalifa, Lajanugen Logeswaran +4CritiqueCritic

  21. PAVE: Predictive Alignment and Value-Guided Evolution for World-Action Policies

    Aug 31, 2026Botong Zhao, Fang Yu, Tim Yu +3Robot PoliciesEvolution

  22. Evolutionary Soups: Evolving Mixture-of-Experts for Multi-Objective LLM Alignment

    Aug 30, 2026Lingxiao Kong, Steffen Staab, Cong Yang +2Evolutionary SearchLarge Language Model Alignment

  23. Transformer-Based Flow Shop Scheduling Using MILP-Generated Training Data

    Aug 30, 2026Roderich WallrathNext-Token PredictionGenetic Algorithms

  24. CineForge: Self-Improving Agents for Long-Horizon Video Generation

    Aug 30, 2026Junxiang Liu, Lin Wang, Haiyu Shi +10Agentic Video GenerationFilms

  25. EvoUndo: Recoverability-Constrained Self-Evolution for LLM Agent Harnesses

    Aug 28, 2026Tanmay Sah, Dolly Sah, Harshul Jain +1Self-EvolutionModifications

  26. The rise and evolution of a referential code in populations of bee-like agents

    Aug 26, 2026Grzegorz ChrupałaEvolutionBees

  27. JIT-Agent: Scaling Harness Intelligence via Just-in-Time Harness Evolution

    Aug 26, 2026Guibin Zhang, Leo Lu, Fangzhou Xie +15Agent HarnessCp-Agent

  28. Autonomous Mathematical Discovery in an Open-World Multi-Agent Environment

    Aug 24, 2026Stephen Chung, Wenyu Du, William J. WesleyAutoresearchArtificial Intelligence Agents

  29. SPADE: Self-Play in Adaptive Synthetic Executable Environments

    Aug 19, 2026Bo Liu, Simon Yu, Yiding Jiang +15Self-PlaySelf-Evolving Agents

  30. Competing at Every Price Point with Agentic Evolution over a Menu of LLMs

    Aug 17, 2026Andrew BorthwickLlm-Based AgentSelf-Evolving Agents

  31. Evo-Harness: Context-to-Harness Skill Compilation for Self-Evolving Agents

    Aug 15, 2026Tianxin Wei, Zhan Shi, Minhua Lin +14Self-Evolving AgentsLarge Language Model Agents

  32. FIRE-VLA: Failure-Informed Self-Evolution for Vision-Language-Action Models in Autonomous Driving

    Aug 13, 2026Hao DouAutonomous DrivingVision-Language-Action Models

  33. The Time Value of Evolution

    Aug 13, 2026Matthew Siper, Ahmed Khalifa, Julian TogeliusExponential Horizon DependenceEvolutionary Search

  34. SkillEvo: Self-Renewing Evolution Gradients from Multi-Turn Interaction Feedback

    Aug 13, 2026Qianxi Yan, Chunrong Chen, Jiuzhou Zhao +3Skill EvolutionSkillaudit

  35. Latent On-Policy Self-Distillation

    Aug 13, 2026Guibin Zhang, Jiayang Lyu, Ran Sun +4Unsupervised On-Policy Self-DistillationOn-Policy Distillation

  36. Incremental Evaluation and Training in Relational Deep Learning

    Aug 13, 2026Jakub Peleška, Gustav ŠírRelational Deep LearningEfficient Continual Learning

  37. Beyond Handcrafted Security: Towards Self-Evolving Defense for LLM Agents

    Aug 13, 2026Jiajun Ruan, Peiyang Li, Yukun Chen +2Defense StrategiesRuntime Enforcement

  38. Practice Makes Unsafe: Skill Misevolution in Self-Improving LLM Agents

    Aug 13, 2026Xutao Mao, Liangjie Zhao, Xiang Zheng +1Skill EvolutionLarge Language Model Agents

  39. Insights from Multi-tasking the EAX Algorithm for the Travelling Salesperson Problem

    Aug 13, 2026Liam Wigney, Aneta Neumann, Yew-Soon Ong +1Salesman ProblemEvolution

  40. Beyond the Best Guess: Improving LLM Solution Coverage with Evolution Strategies

    Aug 13, 2026Conor F. Hayes, Elliot Meyerson, Kajetan Schweighofer +4Evolutionary Search

  41. CAKE: Compiler-Agent Co-Design for Frontier Kernel Evolution

    Aug 12, 2026Zihao Ye, Yingyi Huang, Hongyi Jin +11Graphics Processing Unit KernelsSingle Graphics Processing Unit

  42. Entropy-Augmented Multi-Objective Policy Optimization in Multiagent Systems

    Aug 12, 2026Jamie Santos, Ayhan Alp Aydeniz, Raghav Thakar +1Multi-Agent EvolutionMulti-Agent Systems

  43. StateFlow: Building, Evolving, and Accessing 3D World States for Previsualization

    Aug 12, 2026Yuyang Yin, Zixiang Li, Longxuan Deng +11Controllable Video Generation3D World

  44. MindMemOS: A Portable and Self-Evolving Memory Operating Layer for AI Agents

    Aug 12, 2026Kaichao Liang, Yuqi Cui, Hao Kong +13Self-Evolving AgentsAgent Memory

  45. SkillZip: Evaluation-Free Skill Compression for Self-Evolving Agents by Discovering Reusable Structure

    Aug 11, 2026Xiaofan Bai, Hongqiang Lin, Chao Liu +4Self-Evolving AgentsContext Compression

  46. EvoMem: Memory-Augmented Evolution for Code Optimization

    Aug 11, 2026Viktor Volkov, Valentin Khrulkov, Andrey V. Galichin +8Evolutionary SearchMemory-Augmented Large Language Models

  47. Smart Enough to Go Extinct? An Evolutionary Challenge to the Value of General Intelligence and Its Ethical Implications for AGI

    Aug 11, 2026David KlotzEthicsArtificial Intelligence Systems

  48. Optimize Cheap, Deploy Strong: Cost-Aware Cross-Tier Transfer for Evolutionary Optimization

    Aug 11, 2026Tal Oved, Roi Pony, Oshri Naparstek +1Cost-AwareEvolutionary Search

  49. Dual-Loop Self-Evolution via Verifiable Emotion Feedback for Multi-Turn Empathetic Dialogue

    Aug 11, 2026Yi Wei, Shuo Jiang, Huaixia Dou +5EmpathyReinforcement Learning From Human Feedback

  50. MEGA: Self-Evolving Agent Optimization Infrastructure via Wisdom Graph

    Aug 11, 2026Jung Hwan Lee, Kyu Ho Lee, Gwang Hoon YooAgentic OptimizationSelf-Evolution

  51. GeoForge: Non-Parametric Self-Evolving Agents for Earth-Observation Reasoning

    Aug 11, 2026Xin Xiao, Jiang Zhong, Junnan Zhu +4Earth ObservationSelf-Evolving Agents

  52. Multitask Pareto Optimization for Monotone Submodular Problems with Dynamic Constraints

    Aug 11, 2026Liam Wigney, Frank NeumannSubmodular MaximizationKnapsack Constraint

  53. MERA: Model Evolution and Routing with Skill Adaptation for Agentic Systems at Scale

    Aug 11, 2026Yuhang Yao, Zeyu Wang, Wanyi Chen +8Large Language Model AdaptationLow-Rank Adaptation Adapters

  54. Co-Evolution in Agentic Systems: Toward Self-Directed Evolution Beyond Human Design

    Aug 10, 2026Qing Zong, Jiayu Liu, Junhao Shen +9Co-EvolutionSelf-Evolution

  55. Not a Monolith: Lab-Level Divergence in the Cooperative Equilibria of Chinese Frontier LLM Agents

    Aug 10, 2026Francisco León Zúñiga BolívarCooperationFrontier Models

  56. A Graph Neural Network--Guided Genetic Algorithm for Physical Internet Supply Chain Optimization under Cost Uncertainty

    Aug 10, 2026Faezeh Ardali, Gerald M. KnappSupply Chain OptimizationGenetic Algorithms

  57. Self-evolving Agentic Customer Support System at LinkedIn

    Aug 10, 2026Chih Hui Wang, Mengdie Tu, Qianyun Zhang +4Self-Evolving AgentsUnified Evaluation

  58. Identifying potentiating events in evolutionary search using replay experiments

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

  59. Rethinking Self-Evolving Agents: Do We Still Need Prescribed Optimization Pipelines?

    Aug 10, 2026Hui Xue, Fan YangSelf-Evolving AgentsPrompt Optimization

  60. OpenLoopEvolve: A Verifiable Self-Evolution Framework for Loop Policies in Long-Horizon Complex Tasks

    Aug 10, 2026Siqi Wang, Xinlin Li, Zhenglin Li +1Self-Evolving AgentsLong-Horizon Tasks