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Period ending 2026-09-21

20 new papers

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Period ending 2026-09-07

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  1. Bridging the Agent-World Gap: Text World Models for LLM-based Agents

    Jun 8, 2026Yixia Li, Hongru Wang, Peng Lai +13Llm-Based AgentWorld Models

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

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

  3. Bayesian-Agent: Posterior-Guided Skill Evolution for LLM Agent Harnesses

    Jun 6, 2026Xiaojun Wu, Cehao Yang, Honghao Liu +7Large Language Model AgentsSkill Evolution

  4. VideoWeaver: Evaluating and Evolving Skills for Agentic Long Video Generation

    Jun 6, 2026Jianhui Wei, Jie Tan, Hengchuan Zhu +6Agentic Video GenerationLong Video Generation

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

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

  6. Rosetta Memory: Adaptive Memory for Cross-LLM Agents

    Jun 5, 2026Hao Yang, Shiqi Shen, Haoxuan Li +3Large Language Model AdaptationExperience

  7. Beyond Rubrics: Exploration-Guided Evaluation Skills for Reward Modeling

    Jun 5, 2026Xing Yue, Linjuan Wu, Daoxin Zhang +2RubricsProcess Reward Modeling

  8. 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

  9. Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition

    Jun 5, 2026Yuyang Zhang, Xinyuan Han, Xudong Jiang +1Procedural KnowledgeAction Traces

  10. Semantic Cache Distillation: Efficient State Transfer via Reuse and Selective Patching

    Jun 5, 2026Qianli Ma, Zhiqing Tang, Hanshuai Cui +2Key-ValueLow-Latency Systems

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

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

  12. Generative Models Erode Human Temporal Learning Through Market Selection

    Jun 4, 2026Wenjun CaoArtificial Intelligence AlignmentProcedural Knowledge

  13. Unsupervised Skill Discovery for Agentic Data Analysis

    Jun 4, 2026Zhisong Qiu, Kangqi Song, Shengwei Tang +4Unsupervised Skill DiscoveryAgentic Tool Use

  14. AdaPLD: Adaptive Retrieval and Reuse for Efficient Model-Free Speculative Decoding

    Jun 4, 2026Runheng Liu, Jincheng Xie, Wen Hu +2Speculative DecodingReuse

  15. Continual Learning Bench: Evaluating Frontier AI Systems in Real-World Stateful Environments

    Jun 4, 2026Parth Asawa, Christopher M. Glaze, Gabriel Orlanski +7Efficient Continual LearningContinual Learning Methods

  16. CLaaS: Continual learning as a service for sample efficient online learning

    Jun 4, 2026Kion Fallah, Silen Naihin, Barak Widawsky +1Efficient Continual LearningContinual Learning Methods

  17. SciVisAgentSkills: Design and Evaluation of Agent Skills for Scientific Data Analysis and Visualization

    Jun 4, 2026Kuangshi Ai, Haichao Miao, Kaiyuan Tang +2Reusable Agent SkillsCoding Agents

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

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

  19. AIP: A Graph Representation for Learning and Governing Agent Skills

    Jun 3, 2026Zachary Blumenfeld, Jim WebberReusable Agent SkillsGraph Representations

  20. Rethinking Continual Experience Internalization for Self-Evolving LLM Agents

    Jun 3, 2026Jingwen Chen, Wenkai Yang, Shengda Fan +7InternalizationExperience

  21. Rollout-Level Advantage-Prioritized Experience Replay for GRPO

    Jun 3, 2026Gyeongtae Yoo, Sanghyeok Park, Soohyuk Jang +2Group Relative Policy OptimizationVerifiable Rewards

  22. Streaming Knowledge Compilation: Proactive Materiality-Scored Pinning for Time-Evolving LLM Wikis

    Jun 3, 2026Juan M. HuertaWikipediaProcedural Knowledge

  23. Demo2Tutorial: From Human Experience to Multimodal Software Tutorials

    Jun 2, 2026Zechen Bai, Zhiheng Chen, Yiqi Lin +5Multimodal AgentsExperience-Driven Learning

  24. 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

  25. Rethinking the Idiomaticity Decomposability Hypothesis: Evidence from Distributional Learning

    Jun 2, 2026Maggie Mi, Golzar Atefi, Atsuki Yamaguchi +3Multilingual IdiomsSyntactic Structure

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

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

  27. PHASER: Phase-Aware and Semantic Experience Replay for Vision-Language-Action Models

    Jun 2, 2026Ziyang Chen, Shaoguang Wang, Weiyu Guo +5Vision-Language-Action ModelsExperience

  28. MemoGen: Can Past Experience Improve Future Text-to-Image Generation?

    Jun 2, 2026Wenshuo Chen, Kuimou Yu, Bowen Tian +10Text-To-ImageText Generation

  29. FederatedSkill: Federated Learning for Agentic Skill Evolution

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

  30. DELTAMEM: Incremental Experience Memory for LLM Agents via Residual Trees

    Jun 2, 2026Haoran Tan, Zeyu Zhang, Zhicheng Cao +2Agent MemoryMemory Retrieval

  31. SkillDAG: Self-Evolving Typed Skill Graphs for LLM Skill Selection at Scale

    Jun 2, 2026Tong Bai, Zhenglin Wan, Pengfei Zhou +3Skill EvolutionLarge Language Model Agents

  32. SIRI: Self-Internalizing Reinforcement Learning with Intrinsic Skills for LLM Agent Training

    Jun 1, 2026Zhongyu He, Yuanfan Li, Fei Huang +9Agentic Reinforcement-Learning FrameworkSkill Evolution

  33. Better with Experience: Self-Evolving LLM Agents for Evidence-Grounded Health Community Notes

    Jun 1, 2026Zihang Fu, Fanxiao Li, Jianyang Gu +5Large Language Model AgentsExperience

  34. MMG2Skill: Can Agents Distill In-the-Wild Guides into Self-Evolving Skills?

    Jun 1, 2026Xinyu Che, Junqi Xiong, Yunfei Ge +10Unsupervised Skill DiscoverySkill Evolution

  35. Defenses & Enablers For Skill Injection Attacks on Terminal Based Agents

    Jun 1, 2026Yoshinari Fujinuma, Varun Gangal, Traian Rebedea +4Language Model Evasion AttacksPersonalized Large Language Model Agents

  36. SkelMo: Universal Skeletal Motion Generation for 3D Rigged Shapes

    Jun 1, 2026Ye Tao, Yuxin Yao, Kendong Liu +2SkeletonHuman Motion Generation

  37. Agent Skills Should Go Beyond Text: The Case for Visual Skills

    May 31, 2026Binxiao Xu, Ruichuan An, Bocheng Zou +1Multimodal AgentsReusable Agent Skills

  38. SkillSmith: Co-Evolving Skills and Tools for Self-Improving Agent Systems

    May 31, 2026Yangbo Wei, Zhen Huang, Shaoqiang Lu +4Skill EvolutionSelf-Evolving Agents

  39. AI From the Margins (AIM): Rethinking Participatory AI Design Through the Lived Experience of Minoritized Communities

    May 31, 2026Tijs Portegies, Laureanne Willems, Maaike Harbers +5MinorityExperience

  40. SkillRevise: Improving LLM-Authored Agent Skills via Trace-Conditioned Skill Revision

    May 31, 2026Yuxuan Liu, Zhaochen Su, Lingyun Xie +11Reusable Agent SkillsLarge Language Model Generation

  41. ExpWeaver: LLM Agents Learn from Experience via Latent RAG

    May 31, 2026Tao Feng, Tianyang Luo, Jingjun Xu +5Large Language Model AgentsExperience

  42. COLLIE: Guiding Skill Discovery in Semantically Coherent Latent Space

    May 31, 2026Yao Luan, Ni Mu, Hanfei Ge +3Unsupervised Skill DiscoveryIterative Co-Training

  43. Benchmarking Security Risk Detection and Verification in Open Agentic Skill Ecosystems

    May 30, 2026Ismail Hossain, Sai Puppala, Zhuoran Lu +2Reusable Agent SkillsRuntime Enforcement

  44. Shape Your Body: Value Gradients for Multi-Embodiment Robot Design

    May 30, 2026Nico Bohlinger, Jan PetersGeneralizable Robotic ManipulationsValue Functions

  45. Skill or Skip? Learning Selective Skill Invocation in Agentic Tasks via Dual-Granularity Preference Learning

    May 30, 2026Chishui Chen, Jiaye Lin, Te Sun +6Agentic Reinforcement-Learning FrameworkReusable Skills

  46. When Safe Skills Collide: Measuring Compositional Risk in Agent Skill Ecosystems

    May 30, 2026Su Wang, Pin Qian, Yihang Chen +6Agent Skill EcosystemsExploitation

  47. Skill Reuse as Compression in Agentic RL

    May 29, 2026Zhikun Xu, Yu Feng, Jacob Dineen +3Agentic Reinforcement-Learning FrameworkReusable Skills

  48. COLLEAGUE.SKILL: Automated AI Skill Generation via Expert Knowledge Distillation

    May 29, 2026Tianyi Zhou, Dongrui Liu, Leitao Yuan +2Reusable Agent Skills

  49. Don't Fool Me Twice: Adapting to Adversity in the Wild with Experience-Driven Reasoning

    May 29, 2026Navin Sriram Ravie, Andrew Jong, Krrish Jain +4Scalable Robot LearningUnknown Environments

  50. MetaEvo: A Meta-Optimization Framework for Experience-Driven Agent Evolution

    May 29, 2026Bowen Ren, Heyan Huang, Yinghao Li +1Self-Evolving AgentsReasoning Benchmark

  51. Harnessing Agent Skills: Architectural Patterns and a Reference Architecture for Skill-Mediated LLM Agents

    May 29, 2026Boming Xia, Liming Zhu, Zhenchang Xing +3Agent Skill Ecosystems

  52. Skill is Not One-Size-Fits-All: Model-Aware Skill Alignment for LLM Agents

    May 29, 2026Jianxiang Yu, Jiapeng Zhu, Bochen Lin +3Unsupervised Skill DiscoverySkill Evolution

  53. ExpGraph: Model-Agnostic Experience Learning with Graph-Structured Memory for LLM Agents

    May 29, 2026Tao Feng, Chongrui Ye, Tianyang Luo +8Large Language Model AgentsHierarchical Graph Memory

  54. OptSkills: Learning Generalizable Optimization Skills from Problem Archetypes via Cluster-Based Distillation

    May 28, 2026Haochen Yang, Ke Zhao, Mengyuan Ma +3Llm-Based Optimization ModelingUnsupervised Skill Discovery

  55. Learnable Assessment Skills for LLM-based Automated Scoring: Rubric Construction via Iterative Optimization

    May 28, 2026Yun Wang, Xin Xia, Xuansheng Wu +2RubricsComputerized Adaptive Testing

  56. From Human Guidance to Autonomy: Agent Skill System for End-to-End LLM Deployment on Spatial NPUs

    May 27, 2026Jiajie Li, Erwei Wang, Zhiru Zhang +1Agent Skill EcosystemsHuman Oversight

  57. Rethinking Memory as Continuously Evolving Connectivity

    May 27, 2026Jizhan Fang, Buqiang Xu, Zhixian Wang +12Agent MemoryAgentic Control

  58. Technical Report: Exploring the Emerging Threats of the Agent Skill Ecosystem

    May 27, 2026Luca Beurer-Kellner, Aleksei Kudrinskii, Marco Milanta +3Agent Skill EcosystemsMalicious Code

  59. You Live More Than Once: Towards Hierarchical Skill Meta-Evolving

    May 27, 2026Xujun Li, Kehan Zheng, Mingyuan Zhao +7Skill EvolutionAgentic Benchmarks

  60. CIRF: Tokenizing Chain-of-Thoughts into Reusable Functional Units for Efficient Latent Reasoning in Large Language Models

    May 27, 2026Yukyung Lee, Yumeng Shen, Jinhyeong Park +2Efficient Latent ReasoningEfficient Chain-Of-Thought Reasoning