Evolution

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Period ending 2026-09-14

22 new papers

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Period ending 2026-09-07

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  1. EvoOntology: A Self-Evolving Ontology Layer for Data Agents

    Sep 14, 2026Meiduo Chong, Shaolei Zhang, Ju Fan +1Data Science AgentsSelf-Evolving Agents

  2. RSIAgent: Autonomous Exploration for Recursive Self-improvement in New Environments

    Sep 14, 2026Sibo Zhu, Shicheng Fan, Xinyue Wang +3Self-Improving AgentsAgent Research

  3. Niching Agents in The Core

    Sep 14, 2026Gary B. Parker, Jim O'Connor, John AsaroSelf-Evolving Agents

  4. Dream-RSI: Recursive Self-Improvement through Evolving Worlds

    Sep 14, 2026Tong Zheng, Xidong Wu, Zheng Zhang +14Self-Improving Agents

  5. MAPLE: Memory-Augmented Planning with Language and Evolution

    Sep 12, 2026Kesheng Chen, Yamin Hu, Wenjian LuoHistorical Optimization ExperiencesEvolution

  6. COBRA-Skills: Contextual Bandit-Guided Evolution for Agent Skill Optimization

    Sep 12, 2026Pingchen Lu, Xiangyi Wang, Xiang Li +6Skill EvolutionAgent Skill Ecosystems

  7. EGGROLL, Unrolled: Understanding and Improving Low-Rank Evolution Strategies at Scale

    Sep 12, 2026Ege C. Kaya, Abolfazl HashemiLow-Rank FactorizationDirect Advantage Estimation

  8. Tapes Together Strong: The Co-evolution of Computation and Cooperation

    Sep 12, 2026Kunal Jha, Francesco Cicala, Blaise Agüera y Arcas +4Co-EvolutionCooperation

  9. The Last AI Built by Humans: Toward Genuine Recursive Self-Improvement

    Sep 10, 2026Yi Duan, Ying Liu, Zirui Tang +32Self-ImprovementArtificial Intelligence Systems

  10. RobustSGPO: Search-Space Control for Agent Harness Evolution

    Sep 10, 2026Zibo Zhao, Jijun Shi, Mo Zhou +9Agent HarnessSelf-Evolving Agents

  11. A-JIT: Agentic Just-In-Time Software Construction

    Sep 9, 2026Mark Marron, Earl T. BarrSelf-EvolutionLifecycle

  12. Procedural Graphs: Self-Evolving Execution Structures for LLM Agents

    Sep 8, 2026Yuxing Lu, Yicheng Chen, Shanchan Wu +1Hierarchical Graph MemoryLarge Language Model Agents

  13. SkillAdam: Stable and Efficient Skill Evolution for Agents

    Sep 8, 2026Gaoyuan Li, Meihao Fan, Yizhe Liu +7Skill EvolutionAgent Skill Libraries

  14. Experience Funnel: A State-Policy Alternating Loop for Self-Evolving Agents

    Sep 8, 2026Wenbo Gao, Zhaomou Song, Zhiyuan Ji +7Self-Evolving AgentsSelf-Evolution

  15. Evolution of Multimodal Question Answering: From Modality-Adaptive Extraction to Unified Language Representation

    Sep 8, 2026Abdullah Al ShafiMultimodal QueryMultimodal Reasoning

  16. Closing the Consistency Gap: Self-Evolving Agents That Learn to Stay on Course

    Sep 8, 2026Evelyn Duesterwald, Benjamin Elder, Lilian Ngweta +2Self-Evolving Agents

  17. SRPO: Setwise Relative Policy Optimization for Multi-Agent LLMs

    Sep 8, 2026Shengtian Yang, Ziyu Xiong, Yu Li +3Multi-Agent Large Language Model SystemsCo-Evolution

  18. EvolveScaler: Synthesizing Information-Evolution Contexts via Executable State Machines and Natural-Language Rendering

    Sep 8, 2026Ziliang Zhao, Zenan Xu, Shuting Wang +6AlphaevolveInteraction History

  19. Environments as Scaffold: Enriching Feedback to Bootstrap Self-Evolving Agents in Long-Horizon Tasks

    Sep 8, 2026Hongbang Yuan, Zhuoran Jin, Yixin CaoSelf-Evolving AgentsLong-Horizon

  20. FPicker: Topology-Guided Evolution for Filament Tracing in Low-SNR Microscopy

    Sep 8, 2026Tingyin Zhao, Mingtao Huang, Yuan ShenCryo-Electron MicroscopyMicroscopy

  21. EvoNav-Bench: Benchmarking Lifelong Navigation in Evolving Environments

    Sep 8, 2026Xilin Wang, Guoxi Zhang, Hongming Xu +3NavigationSelf-Evolving Agents

  22. TTGBench: Benchmarking Topological Evolution and Semantic Drift in Text-attributed Temporal Graphs

    Sep 8, 2026Longfei Ma, Zemin Liu, Fei WuTemporal Graph Neural NetworksText-Attributed Graph

  23. NeoHorse-1: Towards Recursive Self-Improvement via Agentic Post-Training with Routing Harness

    Sep 8, 2026NeoHorse Team, Guoliang Cao, Guohao Dai +34Self-Improving AgentsReinforcement Learning Post-Training

  24. Safe Harness Self-Evolution: A Theoretical Analysis of Feasibility and Limits

    Sep 8, 2026Qianshu Cai, Yonggang Zhang, Jun Nie +6Self-EvolutionAgent Harness

  25. CoER: Defending against Adaptive Indirect Prompt Injection via Adversarial Co-Evolution and Refinement

    Sep 7, 2026Boyang Zhang, Qingxin Xiao, Lingwei Dang +1Indirect Prompt InjectionCo-Evolution

  26. MetaRSI / RSI2: A Meta-Recursive Self-Improving System for Recursive Self-Improving Systems Themselves

    Sep 6, 2026Zihan Tan, Leixin Sun, Zitong Shi +28Self-ImprovementMeta-Learning

  27. Environment Evolution for Terminal Agents

    Sep 3, 2026Zhiyuan Fan, Tinghao Yu, Yuanjun Cai +9Self-Evolving AgentsEvolution

  28. Dalek: A Constructive Agent Machine

    Sep 3, 2026Wanpeng XieSelf-EvolutionAutomation and Machines

  29. FlowBalance: Verifier-Grounded Self-Improvement from On-Policy Reasoning Experience

    Sep 3, 2026Zixun Huang, Kishan Panaganti, Haitao Mi +1Verifiable RewardsReasoning Trajectory

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

    Sep 2, 2026Bruce J. WittmannProtein DesignEvolution

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

    Sep 1, 2026Ruichen Qi, Junyi Luo, Xinting Jiang +5Lightweight Convolutional Neural Network Hardware AcceleratorAnd Mixed-Signal Circuits

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

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

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

    Sep 1, 2026Elias Stengel-Eskin, Newton Sander, Carlos Bonetti +4Multi-Agent Large Language Model SystemsEvolution

  34. SymFold: Synergizing Evolutionary and Structural Priors for Accurate Protein Inverse Folding

    Sep 1, 2026Handong Wang, Jiaxin Qi, Baisheng Lai +1FoldingInverse Design

  35. Cheap Verifiers, Large Blind Spots: Measuring the Reliability Cost of Cost-Saving Cascades

    Sep 1, 2026Dushyant RajputLarge Language Model ReliabilityVerification

  36. A Survey on Self-Improving Test-Time Intelligence: Feedback-Driven Adapting, Learning, and Scaling at Inference

    Sep 1, 2026Shuaicheng Niu, Guohao Chen, Yaofo Chen +14Test-Time AdaptationInference-Time

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

    Sep 1, 2026Fanrui Zhang, Ruixue Ding, Qiang Zhang +13Agentic Reinforcement LearningRubric-Based Reinforcement Learning

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

    Sep 1, 2026Wen Jiang, Mingmin Chu, Yimeng Tian +6Self-Evolving AgentsSelf-Evolution

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

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

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

    Sep 1, 2026Xincheng Wei, Yifan Ding, Yoshua Li +5Self-EvolutionMathematical Reasoning Benchmarks

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

    Sep 1, 2026Enrong Pan, Ryan Zhou, Ting HuModel Self-AssessmentAlgorithm Auditing

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

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

  43. Hypotheses-Guided Self Distillation for Continual Personalization

    Aug 31, 2026EunJeong Hwang, Kushan Mitra, Dan Zhang +2PersonalizationPairwise Preferences

  44. Recursive Criticality of AI Self-Improvement

    Aug 31, 2026Mikhail BurtsevSelf-ImprovementArtificial Intelligence Systems

  45. Flawed in Nature, Perfect through Evolution

    Aug 31, 2026J. M. Diederik KruijssenEvolutionGeneral Intelligence

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

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

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

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

  48. S3Gym: Can LLMs Turn Self-Testing and Self-Judging into Self-Improvement?

    Aug 31, 2026Jiajun Shi, Siyuan Tao, Yuhao Wu +18Self-ImprovementAgentic Benchmarks

  49. Does On-Policy Distillation Really Distill? From Noisy Teacher to Self-Improvement

    Aug 31, 2026Yi Ding, Ruqi ZhangOn-Policy DistillationTeacher

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

    Aug 31, 2026Ming Zhang, Kaisen Yang, Shu Yu +15Persistent StateWireless Foundation Models

  51. PRACTICE: From Experience to Expertise in Self-Evolving Embodied Agents

    Aug 31, 2026Ziyi Bai, Siqi Li, Tinglei Huang +1Self-Improving AgentsAgent Skill Libraries

  52. WebWorld: The Browser as a World Model for Self-Improving Web Code

    Aug 31, 2026Jiajun Wu, Jian Yang, Yaxin Du +7WebLlm-Synthesized Code World Models

  53. 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

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

    Aug 31, 2026Botong Zhao, Fang Yu, Tim Yu +3Vision-Language-Action PoliciesRobot Policies

  55. SIR: Self-improving Red-teaming for Compute Use Agents

    Aug 31, 2026Chen Xiong, Zhiyuan He, Pin-Yu Chen +2Red-TeamingIndirect Prompt Injection

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

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

  57. DataFoundry: Evolving Data Preparators via Recursive Self-Improvement

    Aug 30, 2026Cehao Yang, Xiaojun Wu, Xueyuan Lin +4PreprocessingData Engine

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

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

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

    Aug 26, 2026Grzegorz ChrupałaEvolutionRise

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

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