Experience

Ask about this field

Recent momentum

emerging

0 papers in the last 28 days · 0.0% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Weekly history

Recent digests

What was published in this field, kept on the site without email delivery.

Period ending 2026-09-21

20 new papers

A weekly snapshot of new work published in Experience.

Period ending 2026-09-14

9 new papers

A weekly snapshot of new work published in Experience.

Period ending 2026-09-07

9 new papers

A weekly snapshot of new work published in Experience.

Inside this field

Focused directions

459 papers

Latest in Experience

Browse all topics →
CardsList

  1. Scalable Behaviour Cloning on Browser Using via Skill Distillation

    Jun 30, 2026Kaisen Yang, Zheng Jiang, Yuzhao Peng +11Browser AgentReusable Skills

  2. Beyond expert users: agents should help users construct preferences, not just elicit them

    Jun 29, 2026Irena Saracay, Ludwig Schmidt, Carlos GuestrinAgentic CommerceExperience

  3. Experience Augmented Policy Optimization for LLM Reasoning

    Jun 29, 2026Jinda Lu, Kexin Huang, Junkang Wu +7Reinforcement Learning With Verifiable RewardLarge Language Model Reasoning

  4. Predict, Reuse, and Repair: Accelerating Dynamic Sparse Attention for Long-Context LLM Decoding

    Jun 29, 2026Tianyu Wang, Gourav Rattihalli, Aditya Dhakal +4Dynamic Sparse AttentionEfficient Long-Context Inference

  5. Parametric Skills

    Jun 29, 2026Xuan Zhao, Haonan He, Qingyu Yang +5Unsupervised Skill DiscoveryAgentic Tool Use

  6. HippoSpark: An On-Demand Experience System for LLM Reasoning

    Jun 29, 2026Jingyao Liu, Danling Meng, Chen Huang +5Large Language Model ReasoningExperience

  7. Experience Graphs: The Data Foundation for Self-Improving Agents

    Jun 29, 2026Gang Liao, Yujia He, Abdullah Ozturk +22Hierarchical Graph MemoryLong-Horizon Agents

  8. RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources

    Jun 28, 2026Yijia Fan, Zonglin Di, Zimo Wen +8Reusable Agent SkillsMultimodal Agents

  9. Hierarchical Experimentalist Agents

    Jun 28, 2026Abhranil Chandra, Sankaran Vaidyanathan, Utsav Dhanuka +2Long-Horizon TasksReusable Skills

  10. Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning

    Jun 25, 2026Tianyi Men, Zhuoran Jin, Pengfei Cao +3Large Language Model PlanningMultimodal Agents

  11. Joint Learning of Experiential Rules and Policies for Large Language Model Agents

    Jun 25, 2026Shicheng Ye, Chao YuAgentic Reinforcement-Learning FrameworkLarge Language Model Agents

  12. Offline Multi-agent Continual Cooperation via Skill Partition and Reuse

    Jun 24, 2026Yuchen Xiao, Lei Yuan, Ruiqi Xue +2Unsupervised Skill DiscoveryMulti-Agent Reinforcement Learning

  13. EvoClawBench: Can Agents Learn Reusable Skills from Their Own Runs?

    Jun 23, 2026Zhiyuan Peng, Xin Yin, Chenhao Ying +5Reusable SkillsAgentic Benchmarks

  14. InSight: Self-Guided Skill Acquisition via Steerable VLAs

    Jun 23, 2026Maggie Wang, Lars Osterberg, Stephen Tian +5Vision-Language-Action ModelsReal-World Manipulation Tasks

  15. Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning

    Jun 23, 2026Shiding Zhu, Yudi Qi, Yajie Wang +6Self-Evolving AgentsExperience

  16. Kamera: Unified Position-Invariant Multimodal KV Cache for Training-Free Reuse

    Jun 22, 2026Bole Ma, Jan Eitzinger, Harald Koestler +1CacheReuse

  17. Managing Procedural Memory in LLM Agents: Control, Adaptation, and Evaluation

    Jun 22, 2026Julia Belikova, Rauf Parchiev, Evgeny Egorov +4Procedural KnowledgeLarge Language Model Agents

  18. SkillAudit: From Fixed-Suite Benchmarking to Skill-Centered Assessment

    Jun 21, 2026Dexu Yu, Youhua Li, Zhaoyang Guan +12Reusable Agent SkillsSkillaudit

  19. Grounded Scaling: Why Agentic AI Needs Deterministic Environments

    Jun 21, 2026Liang Ding, Xintong WangAgentic ControlDeterministic

  20. Is Agent Code Less Maintainable Than Human Code?

    Jun 19, 2026Shaswat Patel, Betty Li Hou, Arun Purohit +4Coding AgentsAgent Framework

  21. Task-Differentiated Atomic Skill Expansion and Routing for Continual Learning Across Highly Heterogeneous Tasks

    Jun 19, 2026Jiacheng Wang, Xinjia He, Qi Ding +5Efficient Continual LearningContinual Learning Methods

  22. How Should Agents Read Demonstrations? Hierarchical Structure Beats Flat Action Logs

    Jun 18, 2026Honjar Xing, Jefferson Lin, Henry LiebermanProcedural KnowledgeAdvantage

  23. Multi-Agent Transactive Memory

    Jun 18, 2026To Eun Kim, Xuhong He, Dishank Jain +3Agent MemoryExperience

  24. Skill-Guided Continuation Distillation for GUI Agents

    Jun 17, 2026Zhimin Fan, Hongwei Yu, Yeqing Shen +9Unsupervised Skill DiscoveryGraphical User Interface Agents

  25. Skill-MAS: Evolving Meta-Skill for Automatic Multi-Agent Systems

    Jun 17, 2026Hehai Lin, Qi Yang, Chengwei QinSkill EvolutionMulti-Agent Systems

  26. VISUALSKILL: Multimodal Skills for Computer-Use Agents

    Jun 16, 2026Ziyan Jiang, Li An, Yujian Liu +5Reusable Agent SkillsMultimodal Agents

  27. Knowledge Reutilization in Meta-Reinforcement Learning

    Jun 16, 2026Yuan Meng, Bo Wang, Juan de los Rios Ruiz +4Multi-Task Reinforcement LearningReusable Skills

  28. From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning

    Jun 16, 2026Lingjing Kong, Xin Liu, Guangyi Chen +9Large Language Model ReasoningReasoning Traces

  29. When AI Says "I have been in similar situations": Synthetic Lived Experience in Peer-Like Caregiver Support

    Jun 16, 2026Drishti Goel, Agam Goyal, Veda Duddu +6CarePeers

  30. A Framework for Evaluating Agentic Skills at Scale

    Jun 16, 2026Maksim Shaposhnikov, Nicolas Fortuin, Simon Stipcich +3Agentic EvaluationsLarge Language Model Agents

  31. Beyond Domains: Reusing Web Skills via Transferable Interaction Patterns

    Jun 16, 2026Shiqi He, Yue Cui, Feijie Wu +5Reusable SkillsSemantic Similarity Metrics

  32. FinAcumen: Financial Multimodal Reasoning via Self-Evolving Experience Memory Harness

    Jun 16, 2026Pianran Guo, Pengcheng Zhou, Yucheng Jian +3Finance DomainMultimodal Reasoning

  33. Closing the Feedback Loop: From Experience Extraction to Insight Governance in Verbal Reinforcement Learning

    Jun 16, 2026Yanwei Cui, Xing Zhang, Yulong Zhang +4Feedback LoopDeep Reinforcement Learning

  34. SkillChain-Gym: A Benchmark for Reskilling-Aware Production-Inventory Control under Disruptions

    Jun 15, 2026Carlos Eduardo SanojaMonotonic Inventory EstimationUnsupervised Skill Discovery

  35. OpenClaw-Skill: Collective Skill Tree Search for Agentic Large Language Models

    Jun 15, 2026Tianyi Lin, Chuanyu Sun, Jingyi Zhang +6Agentic Reinforcement-Learning FrameworkReusable Skills

  36. SkillWiki: A Living Knowledge Infrastructure for Agent Skills

    Jun 15, 2026Dingcheng Huang, Yuda Ding, Bingshuo Liu +8Reusable Agent SkillsWikipedia

  37. daVinci-kernel: Co-Evolving Skill Selection, Summarization, and Utilization via RL for GPU Kernel Optimization

    Jun 15, 2026Dayuan Fu, Mohan Jiang, Tongyu Wang +5Graphics Processing Unit KernelsSkill Evolution

  38. BRICKS-WM: Building Reusability via Interface Composition Kinetics for Structured World Models

    Jun 15, 2026Shaowei Zhang, Jiahan Cao, Xunlan Zhou +2World ModelsLatent Dynamics

  39. Learning New Tasks via Reusable Skills: Skill-Compositional Experts for Embodied Continual Learning

    Jun 14, 2026Shuaike Zhang, Shaokun Wang, Haoyu Tang +2Efficient Continual LearningReal-World Manipulation Tasks

  40. LatentGym: A Testbed For Cross-Task Experiential Learning With Controllable Latent Structure

    Jun 13, 2026Daksh Mittal, Tommaso Castellani, Thomson Yen +7Experience-Driven LearningUnseen-Task Adaptation

  41. Benign in Isolation, Harmful in Composition: Security Risks in Agent Skill Ecosystems

    Jun 13, 2026Yi Xie, Jiawei Du, Yu Cheng +2Agent Skill EcosystemsHarms

  42. City landscape in sight: A crowdsourced framework for unlocking urban-scale window view perceptions from real estate imagery

    Jun 13, 2026Chucai Peng, Sijie Yang, Ang Liu +3Urban EnvironmentsPerceptual Understanding

  43. SkillAudit: Ground-Truth-Free Skill Evolution via Paired Trajectory Auditing

    Jun 12, 2026Haowen Gao, Haoran Chen, Can Wang +5Skill EvolutionSkillaudit

  44. SkillCAT: Contrastive Assessment and Topology-Aware Skill Self-Evolution for LLM Agents

    Jun 11, 2026Kunfeng Chen, Qihuang Zhong, Juhua Liu +1Skill EvolutionLarge Language Model Agents

  45. SkillChain: Closing the Loop on Skill Evolution for Image-Based E-Commerce AI Assistants

    Jun 11, 2026Yimin Hu, Mengtao Xu, Hao Guo +3Skill EvolutionArtificial Intelligence Assistants

  46. EPM-JEPA: Operator-Side Experience Modulation in JEPA-Family World Models

    Jun 11, 2026Vedant PandyaSphere-JepaJoint-Embedding Predictive Architectures

  47. ProPlay: Procedural World Models for Self-Evolving LLM Agents

    Jun 11, 2026Yijun Ma, Zehong Wang, Yiyang Li +5Self-Evolving AgentsLarge Language Model Agents

  48. TAHOE: Text-to-SQL with Automated Hint Optimization from Experience

    Jun 10, 2026Zhiyi Chen, Jie Song, Peng LiText-To-SqlNatural Language Queries

  49. Adaptive Multi-Resolution Procedural Knowledge Compression for Large Language Models

    Jun 10, 2026Changyue Wang, Weihang Su, Qingyao Ai +5Large Language Model CompressionContext Compression

  50. External Experience Serving in Production LLM Systems: A Deployment-Oriented Study of Quality-Cost Trade-offs

    Jun 10, 2026Lin Sun, Heming Zhang, Xiangzheng ZhangLarge Language Model ServingExperience

  51. Runtime Skill Audit: Targeted Runtime Probing for Agent Skill Security

    Jun 10, 2026Tu Lan, Chaowei XiaoAgent Skill EcosystemsMalicious Code

  52. SkillJuror: Measuring How Agent Skill Organization Changes Runtime Behavior

    Jun 10, 2026Zhiyu Chen, Zihan Guo, Bo Huang +4Agent Skill EcosystemsProcedural Knowledge

  53. Measuring language complexity from hierarchical reuse of recurring patterns

    Jun 10, 2026Junyi Zhou, Rui Liu, Pengyu Liu +1Model ComplexityLadder

  54. Agent Skill Evaluation and Evolution: Frameworks and Benchmarks

    Jun 9, 2026Kexin Ding, Yang Zhou, Can Jin +3Skill EvolutionAgentic Evaluations

  55. Pushing the Limits of LLM Tool Calling via Experiential Knowledge Integration and Activation

    Jun 9, 2026Yupu Hao, Zhuoran Jin, Huanxuan Liao +2Experience-Driven LearningLarge Language Model Calls

  56. Skill Coverage: A Test Adequacy Metric for Agent Skills

    Jun 9, 2026Boyin Tan, Xiaowei Huang, Youcheng SunReusable Agent SkillsAgent Skill Ecosystems

  57. DexPIE: Stable Dexterous Policy Improvement from Real-World Experience

    Jun 8, 2026Ruizhe Liao, Wenrui Chen, Liangji Zeng +4Robotic Manipulation PoliciesGeneralizable Robotic Manipulations

  58. What Should a Skill Remember? Quality--Cost Trade-offs in Cost-Aware Skill Rewriting for Language Model Agents

    Jun 8, 2026Qinghua Xing, Yinda Chen, Yaping Jin +6Reusable Agent SkillsLarge Language Model Agents

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

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

  60. Anything2Skill: Compiling External Knowledge into Reusable Skills for Agents

    Jun 8, 2026Qianjun Pan, Yutao Yang, Junsong Li +5Reusable Agent SkillsReusable Skills