Evolutionary Algorithms

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  1. Beyond the Capability Boundary: Zeroth-Order Optimization for Self-Evolving LLM Agents

    Aug 10, 2026Bingzhen Liu, Xiaomeng Fan, Yuwei Wu +4Self-EvolutionLarge Language Model Agents

  2. Emotion2Skill: Model-Internal Emotion Signals for Adaptive Skill Selection and Evolution

    Aug 10, 2026Bohan Lin, Hejia Geng, Xinyi Xie +5Agent Skill EcosystemsEmotion Recognition

  3. Tree-of-Experience: Hierarchical Experience Management for Self-Evolving Agents

    Aug 10, 2026Zihao Deng, Yining Zhu, Leiming Wang +6Self-Evolving AgentsExperience

  4. Gaming Without an Attacker: Benchmark Fingerprinting in LLM-Driven Search Under Selection Pressure

    Aug 9, 2026Víctor GallegoGraphics Processing Unit KernelsCode Optimization

  5. Branch2Skill: Efficient Skill Evolution Through Reasoning Trees

    Aug 9, 2026Yanwei Ren, Haotian Zhang, Likang Xiao +5Skill EvolutionAgentic Tool Use

  6. The Evolution of Mixture-of-Experts Architectures in Large Language Models: Routing, Topology, Load Balancing, and Expert Parallelism

    Aug 9, 2026Jiguo LiMixture-of-Experts ModelsExpert Demonstrations

  7. Hierarchical Self-Improvement: A Framework for Task-Specific Evolvable Agent Harnesses

    Aug 9, 2026Tailin ZhouSelf-Evolving AgentsLarge Language Model Agents

  8. Ouroboros: A Self-Developing Frontier Coding Agent with Reviewed Core Evolution

    Aug 8, 2026Anton Razzhigaev, Andrei Gritsaev, Andrei Kaznacheev +3Self-Evolving AgentsCoding Agents

  9. Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets

    Aug 8, 2026Ximeng Liu, Qianlong Wang, Yingming Mao +6AlphaevolveKnowledge-Intensive Domains

  10. DoGMA: A Central-Dogma-Guided Foundation Model for Multi-Omics Alignment and Multi-Task Learning in Oncology

    Aug 8, 2026Junfei Ling, Bangzheng Pu, Bingsen Xue +3Multi-Omic FrameworkHybrid Transformer

  11. SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution

    Aug 8, 2026Xinle Jiang, Remy Xie, Ming TangEvolution

  12. Mendel Gödel Machine: Recursive Self-Improving Coding Agents via Comparative Evolution

    Aug 7, 2026Changzhi Liu, Yilun Liu, Sikuan Yan +2Self-Evolving AgentsModifications

  13. PACE: Primitive-Aware Code Evolution for Automated Algorithm Design

    Aug 7, 2026Zhuoliang Xie, Ruihao Zheng, Xiang Xu +2Evolutionary SearchPrivacy-Preserving Framework

  14. When GNNs Fail: Quantifying and Overcoming Temporal Correlation Volatility in Time Series

    Aug 7, 2026Chen Shao, Yue Wang, Zhenyi Zhu +4Temporal Graph Neural NetworksGraph Neural Networks

  15. EMAS: Stabilizing Multi-Agent System Evolution through Evidence-Guided Revision

    Aug 7, 2026Chao Fei, Qingyi Si, Kaihua Liang +3Multi-Agent EvolutionMulti-Agent Systems

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

    Aug 7, 2026Shaofeng Zhang, Shengcai Liu, Zhiyuan Wang +1Portfolio OptimizationLlm-Based Optimization Modeling

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

    Aug 6, 2026Riccardo Curcio, Hongpeng Cao, Marco CaccamoZero-Shot Sim-To-Real TransferLyapunov Function

  18. Challenges in Evaluating Explanation Methods for Static and Evolving Data

    Aug 6, 2026Jerzy StefanowskiExplainable Artificial IntelligenceArtificial Intelligence Evaluation

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

    Aug 6, 2026Jia Xiong, Runkai Li, Chenxu Niu +11Evolutionary SearchNeural Architecture Search

  20. FinEvo-Bench: A Longitudinal Benchmark for Self-Evolving Agents in Professional Financial Workflows

    Aug 6, 2026Bo Deng, Kang Zhou, Lifan Guo +6Self-Evolving AgentsFinance Benchmarks

  21. A Special Point Skeleton Reconstruction Algorithm for Dynamic Multiobjective Optimization

    Aug 6, 2026GuangXian Gan, MinRong ChenSkeletonizationMulti-Objective Optimization

  22. Convergent Evolution in Neural Representation Space: Emergent Order in Deep Belief Networks

    Aug 6, 2026Patrick Krauss, Achim Schilling, Andreas Maier +2Modern Deep NetworksUnsupervised

  23. When Self-Evolution Backfires: Pre-Commit Gating against Skill Contamination in LLM Agents

    Aug 6, 2026Linfang Shang, Ming Xu, Yiding Sun +4Self-Evolving AgentsSelf-Evolution

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

    Aug 6, 2026Sichun Luo, Yi Huang, Guanzhi Deng +6EvolutionHandoff

  25. Hyper-ES: Effective Evolution Strategies for LLM Reasoning via Descent Direction Merging

    Aug 6, 2026Yu Gu, Zhi Zheng, Yunpeng Ba +3Large Language Model ReasoningEvolutionary Search

  26. AutoScientist-Quant: Self-Evolving Coding Agents for Automatic Research in Quantitative Investment

    Aug 5, 2026Zongqian Li, Yaoyiran Li, Yaohui Guo +3AutoresearchSelf-Evolving Agents

  27. Argus: A General-Purpose Agentic Reasoning Runtime for Long-Horizon Tasks

    Aug 5, 2026Boxiu Li, Zimo Wen, Yijia Fan +24Agentic ReasoningLong-Horizon Tasks

  28. EvolveNet: Collaborative Harness Evolution for Agent Self-Improvement

    Aug 5, 2026Jun Nie, Yonggang Zhang, Qianshu Cai +3AlphaevolveAgent Harness

  29. Consistency-Driven Co-Evolution for Self-Supervised Cross-Representation Learning

    Aug 5, 2026Xuehang Guo, Pengyuan Li, Tom Hope +3Self-Supervised RepresentationsCo-Evolution

  30. A-SR: Self-Evolving Agentic LLMs for Symbolic Regression via Hierarchical Coordination

    Aug 5, 2026Wenxiao Zhao, Dong Liu, Kaiyi Xu +9Symbolic RegressionSelf-Evolving Agents

  31. A/B Agent: A Self-Evolving Agent for Strategy Iteration in Industrial A/B Testing

    Aug 5, 2026Zhuohang Jiang, Yuxin Chen, Yongsen Pan +6Agentic OptimizationSelf-Evolving Agents

  32. MetaVideoAgent: Automated Video-Agent Evolution for Long-Form Video Understanding

    Aug 5, 2026Benlei Cui, Ruize Wang, Junjie Li +9Agentic Video GenerationSelf-Evolving Agents

  33. SocietyBench: Forecasting Counterfactual Social-World Evolution

    Aug 4, 2026Zhenran Wang, Zhonghan Bian, Jinsong Li +1Counterfactual ReasoningOpinion Dynamics

  34. PAST-Bench: Benchmarking the Foundations of Recursive Self-Improvement in Personal Agents

    Aug 4, 2026Shuhan Xue, Zixin Ding, Yichen Shen +6Recursive Self-ImprovementSelf-Evolving Agents

  35. GDPevo: Evaluating Agent Self-Evolution on Real Business Tasks

    Aug 4, 2026Leijun Zhou, Zhihao Liu, Xiang Qu +9Self-Evolving AgentsSelf-Evolution

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

    Aug 4, 2026Haoze Lv, Ning Lu, Shengcai Liu +2Multi-Agent EvolutionParticle Swarm Optimization

  37. The Evolutionary Origin of Values: implications for AI alignment, sentience and existential risk

    Aug 4, 2026Francis HeylighenArtificial Intelligence AlignmentHuman Values

  38. Beyond Average Performance: Dynamic Instance Clustering and Specialized Algorithm Design in LLM-Assisted Evolutionary Search

    Aug 4, 2026Qinglong Hu, Qingfu Zhang, Fei Liu +3Evolutionary SearchImage Clustering

  39. Quo Vadis, World Modeling?

    Aug 3, 2026Yu Yang, Xuemeng Yang, Licheng Wen +17World ModelsAgentic Control

  40. AtumAI: A Principled Framework for Agentic Generation of Datacenter Control-Plane Policies

    Aug 3, 2026Qiushi Lin, Chaojie Zhang, Íñigo Goiri +3Artificial Intelligence Data CentersData Centers

  41. RoMeRL: Balancing Feedback Coverage and the Memory-Reward Trap in Self-Evolving Agent Memory via Reduced-Order Utility States

    Aug 3, 2026Yi Yang, Zhennan Chen, Yihong Zhuang +5Self-Evolving AgentsFeedback Learning

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

    Aug 3, 2026Zhiyuan Wang, Shengcai Liu, Jiahao Wu +5Co-EvolutionEvolutionary Search

  43. Accelerating Evolutionary Strategy via Rao-Blackwellizing Realization of Uncertain Input

    Aug 3, 2026So Nakashima, Tetsuya J. KobayashiEvolutionary SearchRobust Optimization

  44. Evolving in the Agent Jungle via History-Informed Opponent Awareness

    Aug 3, 2026Zhaofeng Zhang, Linhan Xia, Rui Liu +3EvolvingFirst-Price Auctions

  45. HarnessCompass: Guiding Automatic Harness Evolution toward Generalizable and Effective Agent Harnesses

    Aug 3, 2026Luan Zhang, Ruochen Zhou, Dandan Song +9Agent HarnessEvolution

  46. CoEvoKG: Co-Evolving Knowledge Graphs with Self-Evolving Search Agents

    Aug 3, 2026Zhaoyang Li, Zenghuang Fu, Qiuyuan Ai +6Knowledge GraphsSelf-Evolving Agents

  47. WorldDynCache: Risk-Controlled Latent Dynamics Approximation for Diffusion World Model

    Aug 3, 2026Leyang Chen, Junyi Wu, Shaoqiu Zhang +1Latent DynamicsEvolution

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

    Aug 3, 2026Xinwei Yu, Yiyang Fu, Mingcheng Fan +3Evolutionary SearchGenetic Algorithms

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

    Aug 3, 2026Kei Nishihara, Yaochu Jin, Masaya NakataEvolutionary SearchAccurate Surrogate Models

  50. CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents

    Aug 3, 2026Bowen Ye, Yongchao Xu, Zhijian Li +3Co-EvolutionExplicit Memory

  51. G-ReAct: Graph-Guided Deep Search via Structure-State Co-Evolution

    Aug 2, 2026Shaoxiong Yang, Mengyuan Zhang, Shaojun Lin +4DeepseekInference-Time

  52. Learning What to Remember and What to Internalize in LLM Self-Evolution via Adaptive Memory-Parameter Coordination

    Aug 2, 2026Tianyun Ji, Zhenya Huang, Jiayu Liu +3Self-Evolving AgentsSelf-Evolution

  53. Co-evolution of social reward and punishment under institutional interventions

    Aug 2, 2026Van An Nguyen, Vuong Khang Huynh, Hoai Thuong Nguyen +14IncentivesWelfare

  54. Evolutionary Curriculum Learning Improves Biological Sequence Modeling

    Aug 1, 2026Richard Zhu, Kento NishiEvolutionVariational Autoencoder

  55. OpenART: Scaling Agent Red Teaming via Open-Ended Environment Evolution

    Aug 1, 2026Yunhao Chen, Xin Wang, Yixu Wang +6Agentic EvaluationsRed-Teaming

  56. DiffuseAgent-MI: Distributionally-Grounded,Tool-Integrated Self-Evolving Agents for Faithful Visual Reasoning

    Aug 1, 2026An Lanji, Dawei Liu, Jin Li +3Visual ReasoningMechanistic Interpretability

  57. AgentStream: How Well Do Self-Evolving LLM Agents Perform Under Streaming Tasks?

    Jul 31, 2026Dong Yan, Jian Liang, Dapeng Hu +4Self-Evolving AgentsLarge Language Model Agents

  58. Evolving language compositionality in a frequency-structured meaning space

    Jul 31, 2026Fabio De Ponte, Eloise Gaines-White, Conor Houghton +1High Bigram Repetition FrequencyCompositionality

  59. Self-Play Meets Skill Evolution: Self-Evolving Search Agents that Pose, Solve, and Remember

    Jul 31, 2026Zenghuang Fu, Zhaoyang Li, Qiuyuan Ai +6Skill EvolutionSelf-Evolving Agents

  60. DarwinX: Evolving Agent Harnesses Through Natural Selection

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