Evolutionary Algorithms

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Period ending 2026-09-21

26 new papers

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Period ending 2026-09-14

22 new papers

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Period ending 2026-09-07

18 new papers

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  1. Effective Reinforcement Learning for Agentic Search by Recycling Zero-Variance Queries During Training

    Jun 9, 2026João Coelho, João Magalhães, Bruno Martins +1Agentic Reinforcement-Learning FrameworkAgentic Search

  2. Towards Diverse Scientific Hypothesis Search with Large Language Models

    Jun 9, 2026Haorui Wang, Parshin Shojaee, Kazem Meidani +7Hypothesis GenerationHypothesis

  3. Beyond Static Evaluation: Co-Evolutionary Mechanisms for LLM-Driven Strategy Evolution in Adversarial Games

    Jun 9, 2026Haoran Li, Zengle Ge, Ziyang Zhang +10Multi-Agent EvolutionCo-Evolution

  4. TabClaw: An Interactive and Self-Evolving Agent for Spreadsheet Manipulation and Table Reasoning

    Jun 9, 2026Mingyue Cheng, Shuo Yu, Daoyu Wang +5SpreadsheetsWorkflow Automation and Optimization

  5. Minimalist Genetic Programming

    Jun 8, 2026Leonardo TrujilloGenetic AlgorithmsMock-Interface Synthesis

  6. Discovering Interpretable Multi-Parameter Control Policies for Evolutionary Algorithms Using Deep Reinforcement Learning

    Jun 8, 2026Tai Nguyen, Phong Le, Carola Doerr +1Deep Q-NetworksControl System Operator Learning

  7. Quality-Diversity Search in Sound Generation: Investigating Innovation Engines for Audio Exploration

    Jun 8, 2026Björn Þór Jónsson, Çağrı Erdem, Stefano Fasciani +1SonificationDiversity

  8. Self-Explainability in Self-Adaptive and Self-Organising Systems: Status and Research Directions

    Jun 8, 2026Tom Beyer, Svea Wisy, Sven TomfordeExplainable Artificial IntelligenceExplainability

  9. Experience Makes Skillful: Enabling Generalizable Medical Agent Reasoning via Self-Evolving Skill Memory

    Jun 8, 2026Haoran Sun, Wenjie Li, Yujie Zhang +8Agent MemoryExperience

  10. Vision-Language Guided Hyperspectral Object Tracking via Semantics Fusion and Contextual Template Updating

    Jun 8, 2026Rui Yao, Yuhong Zhang, Kunyang Sun +4Hyperspectral ImagingMulti-Object Tracking

  11. INFUSER: Influence-Guided Self-Evolution Improves Reasoning

    Jun 8, 2026Siyu Chen, Miao Lu, Beining Wu +7Self-EvolutionIterative Co-Training

  12. Bridging Expert Knowledge and Automated Feature Engineering via Self-Evolution

    Jun 7, 2026Varun Khurana, Vijval Ekbote, Vashu Chauhan +3Feature EngineeringHuman Annotations

  13. SkillHone: A Harness for Continual Agent Skill Evolution Through Persistent Decision History

    Jun 7, 2026Zhiwei Li, Yong HuSkill EvolutionMulti-Turn Tool-Use Agent

  14. PACT: Self-Evolving Physical Safety Alignment for Diffusion Policies in Embodied Manipulation

    Jun 7, 2026Lingxuan Wu, Zijian Zhu, Lizhong Wang +5Diffusion PoliciesSafety Constraints

  15. Self-Evolving Scientific Agent Designs Physically Reasoned White-Box Fluid Control

    Jun 7, 2026Boai Sun, Wenjin Guo, Zongmin Yu +1Long-Tail Humanoid Whole-Body ControlAgentic Control

  16. Differentially Private Synthetic Data via APIs 4: Tabular Data

    Jun 6, 2026Toan Tran, Arturs Backurs, Zinan Lin +3Synthetic Tabular DataDifferential Privacy

  17. PACE: Anytime-Valid Acceptance Tests for Self-Evolving Agents

    Jun 6, 2026Zayx ShawnSelf-Evolving AgentsSelf-Evolution

  18. Agentopia: Long-Term Life Simulation and Learning in Agent Societies

    Jun 5, 2026Xintao Wang, Sirui Zheng, Hongqiu Wu +10Multi-Agent SimulationsUser Simulation

  19. Skill-3D: Evolving Scene-Aware Skills for Agentic 3D Spatial Reasoning

    Jun 5, 2026Haoyuan Li, Zhengdong Hu, Jun Wang +23D Spatial ReasoningSkill Evolution

  20. Characterizing Opinion Evolution of Networked LLMs

    Jun 5, 2026Caleb Probine, Yigit Ege Bayiz, Filippos Fotiadis +3Opinion DynamicsLarge Language

  21. Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills

    Jun 5, 2026Chuan Xiao, Zhengbo Jiao, Shaobo Wang +5Self-Evolving AgentsCoding Agents

  22. Self-evolving LLM agents with in-distribution Optimization

    Jun 5, 2026Yudi Zhang, Meng Fang, Zhenfang Chen +1Self-Evolving AgentsUnsupervised On-Policy Self-Distillation

  23. LLM-Guided Evolution for Medical Decision Pipelines

    Jun 5, 2026Ivan Sviridov, Artem Oskin, Ivan Panin +4TriageAlphaevolve

  24. AnchorWorld: Embodied Egocentric World Simulation with View-based Evolution Customization

    Jun 5, 2026Yu Li, Menghan Xia, Gongye Liu +8Articulated ObjectsAlphaevolve

  25. The Whale That Outswam Evolution: Swarm Intelligence Maximises Memory in Connectome Reservoirs

    Jun 5, 2026Anmol Guragain, Savvas Kakalis, Juan Ignacio Godino-LlorenteBio-Inspired FrameworkBrain Connectome Modality

  26. FunctionEvolve: Structure-Guided Symbolic Regression with LLMs

    Jun 5, 2026Zeyu Xia, Jun Zhu, Dong YanSymbolic RegressionAlphaevolve

  27. EvoCSFL: Surrogate-Assisted Evolutionary Client Selection for Efficient and Robust Federated Learning

    Jun 5, 2026Lin Qiang, Sun Xiaoyan, Hu Yao +1Federated LearningSurrogate Models

  28. DataEvolver: Automatic Data Preparation for Large Language Models through Multi-Level Self-Evolving

    Jun 5, 2026Chao Deng, Shaolei Zhang, Ju Fan +1AlphaevolvePreprocessing

  29. Tree-of-Experience: A Structured Experience-Management Solution for Self-Evolving Agents under Low-Repetition and Implicit-Reward Environments

    Jun 5, 2026Zihao Deng, Yining Zhu, Leiming Wang +6Self-Evolving AgentsExperience

  30. OpenSkill: Open-World Self-Evolution for LLM Agents

    Jun 4, 2026Zhiling Yan, Dingjie Song, Hanrong Zhang +8Skill EvolutionSelf-Evolution

  31. MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery

    Jun 4, 2026Shangheng Du, Xiangchao Yan, Jinxin Shi +11Self-EvolutionMle-Bench Lite

  32. MalTree: Tracing Malware Evolution from Embeddings at Scale

    Jun 4, 2026Akash Amalan, Georgios Smaragdakis, Tom J. VieringMalware FamiliesPhylogenetic Trees

  33. Towards Healthy Evolution: Exploring the Role and Mechanisms of Human-Agent Interaction in Self-Evolving Systems

    Jun 4, 2026Dianxing Shi, Bowen Wang, Junqi He +2Self-Evolving AgentsSelf-Evolution

  34. Depth over Fidelity in Fixed-Budget Noisy Evolution Strategies

    Jun 4, 2026Sichen Wang, Zhipeng LuEvolutionary SearchHyperparameter Optimization

  35. Evolving Agents in the Dark: Retrospective Harness Optimization via Self-Preference

    Jun 4, 2026Wenbo Pan, Shujie Liu, Chin-Yew Lin +5Self-Evolving AgentsAgent Harness

  36. Causal Modeling of Selection in Evolution

    Jun 4, 2026Haoyue Dai, Zeyu Tang, Peter Spirtes +1Selection BiasEvolution

  37. EpiEvolve: Self-Evolving Agents for Streaming Pandemic Forecasting under Regime Shifts

    Jun 3, 2026Yiming Lu, Sihang Zeng, Zhengxu Tang +3Epidemic ForecastingSelf-Evolving Agents

  38. Mutation Without Variation: Convergence Dynamics in LLM-Driven Program Evolution

    Jun 3, 2026Can Gurkan, Forrest Stonedahl, Uri WilenskyCryptographically Authorized MutationEvolution

  39. VASO: Formally Verifiable Self-Evolving Skills for Physical AI Agents

    Jun 3, 2026Yunhao Yang, Neel P. Bhatt, Kevin Wang +3Skill EvolutionHuman-To-Robot Transfer

  40. A prism hierarchy of learning regimes in large linear autoencoders

    Jun 3, 2026Eugene Golikov, Yaroslav Gusev, Dmitry YarotskyLow-Data RegimesMasked Autoencoders

  41. Learning While Acting: A Skill-Enhanced Test-Time Co-Evolution Framework for Online Lifelong Learning Agents

    Jun 3, 2026Bo Mao, Jie Zhou, Yutao Yang +5Agentic Reinforcement-Learning FrameworkLarge Language Model Agents

  42. Scaling Self-Evolving Agents via Parametric Memory

    Jun 3, 2026Tao Ren, Weiyao Luo, Hui Yang +8Self-Evolving AgentsLow-Rank Adaptation

  43. Self-Evolving Deep Research via Joint Generation and Evaluation

    Jun 3, 2026Han Zhu, Chengkun Cai, Yuanfeng Song +3Deep ResearchSelf-Evolution

  44. Deliberate Evolution: Agentic Reasoning for Sample-Efficient Symbolic Regression with LLMs

    Jun 3, 2026Xinyu Pang, Zhanke Zhou, Xuan Li +5Symbolic RegressionAgentic Reasoning

  45. Agent libOS: A Runtime Substrate for Capability-Controlled Self-Evolving LLM Agents

    Jun 2, 2026Yingqi ZhangLarge Language Model AgentsSelf-Evolving Agents

  46. EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management

    Jun 2, 2026Zherui Yang, Fan Liu, Yansong Ning +1Self-Evolving AgentsSkill Evolution

  47. Calibrating Urban Traffic Simulation from Sparse Road Observations via Genetic Optimization

    Jun 2, 2026Hunter Sawyer, Jesse Roberts, Simon MateiMicroscopic Traffic SimulationsGenetic Algorithms

  48. SkillPyramid: A Hierarchical Skill Consolidation Framework for Self-Evolving Agents

    Jun 2, 2026Yuan Xiong, Ziqi Miao, Qian Chen +5Skill EvolutionSelf-Evolving Agents

  49. EvoDrive: Pareto Evolution for Safety-Critical Autonomous Driving via Self-Improving LLM Agents

    Jun 2, 2026Tong Nie, Yuewen Mei, Yihong Tang +4Scenario GenerationAutonomous Driving Simulation

  50. SAGE: A Quantitative Evaluation of Socialized Evolution in Agent Ecosystems

    Jun 2, 2026Linyue Pan, Yaoming Zhu, Lin Qiu +2Self-Evolving AgentsAgentic Evaluations

  51. FederatedSkill: Federated Learning for Agentic Skill Evolution

    Jun 2, 2026Jingbo Yang, Guanyu Yao, Yang Zhang +3Skill EvolutionSelf-Evolving Agents

  52. EvoTrainer: Co-Evolving LLM Policies and Training Harnesses for Autonomous Agentic Reinforcement Learning

    Jun 2, 2026Guhong Chen, Yingcheng Shi, Yongbin Li +6Agentic Reinforcement-Learning FrameworkSelf-Evolving Agents

  53. Self-Regulation through Communication in Evolved Neural Agents

    Jun 1, 2026Joshua NunleySelf-Evolving AgentsCommunication

  54. ToolFG: Towards Well-Grounded Fine-Grained Image Classification

    Jun 1, 2026Yu Xue, Haoxuan Qu, Zhuoling Li +4Fine-Grained PerceptionImage Classification

  55. Evolutionary Discovery of Bivariate Bicycle Codes with LLM-Guided Search

    Jun 1, 2026Juan Cruz-Benito, Andrew W. Cross, David Kremer +1Quantum Error CorrectionCodebooks

  56. CoMAP: Co-Evolving World Models and Agent Policies for LLM Agents

    Jun 1, 2026Youwei Liu, Jian Wang, Hanlin Wang +1Large Language Model AgentsSelf-Evolving Agents

  57. Unified Context Evolution for LLM Agents

    Jun 1, 2026Zixuan Zhu, Yitong Hu, Yong Dai +4Self-Evolving AgentsLarge Language Model Agents

  58. Simultaneous Model-Based Evolution of Constants and Expression Structure in GP-GOMEA for Symbolic Regression

    Jun 1, 2026Johannes Koch, Tanja Alderliesten, Peter A. N. BosmanSymbolic RegressionGenetic Algorithms

  59. Algorithmic algorithm development with LLMs: A Case Study on LLM-Usage for Contraction Order Optimization in Tensor Networks

    Jun 1, 2026Fabian Hoppe, Melven Röhrig-Zöllner, Philipp KnechtgesEvolutionary SearchAlphaevolve

  60. Adaptive Auto-Harness: Sustained Self-Improvement for Agentic System Deployment on Open-Ended Task Streams

    Jun 1, 2026Zewen Liu, Zhan Shi, Yisi Sang +7Agent HarnessMulti-Agent Evolution