Image de couverture de livre

From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Huang, Zisu, Xu, Jingwen, Yang, Yifan, Gong, Ziyang, Yang, Qihao, Tian, Muzhao, Wang, Xiaohua, Lv, Changze, Gao, Xuemei, Dai, Qi, Liu, Bei, Qiu, Kai, Yang, Xue, Chen, Dongdong, Zheng, Xiaoqing, Luo, Chong
Format:	Preprint
Publié:	2026
Sujets:	Artificial Intelligence
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

SkillOpt: Executive Strategy for Self-Evolving Agent Skills
par: Yang, Yifan, et autres
Publié: (2026)

CSSG: Measuring Code Similarity with Semantic Graphs
par: Lu, Yiyang, et autres
Publié: (2026)

Controllable Memory Usage: Balancing Anchoring and Innovation in Long-Term Human-Agent Interaction
par: Tian, Muzhao, et autres
Publié: (2026)

BatCoder: Self-Supervised Bidirectional Code-Documentation Learning via Back-Translation
par: Xu, Jingwen, et autres
Publié: (2026)

Benchmark^2: Systematic Evaluation of LLM Benchmarks
par: Qian, Qi, et autres
Publié: (2026)

Learning Query-Specific Rubrics from Human Preferences for DeepResearch Report Generation
par: Lv, Changze, et autres
Publié: (2026)

Enhancing Model Privacy in Federated Learning with Random Masking and Quantization
par: Xu, Zhibo, et autres
Publié: (2025)

Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation
par: Xu, Haozhe, et autres
Publié: (2025)

RECAST: Expanding the Boundaries of LLMs' Complex Instruction Following with Multi-Constraint Data
par: Guo, Zhengkang, et autres
Publié: (2025)

Spiking Convolutional Neural Networks for Text Classification
par: Lv, Changze, et autres
Publié: (2024)

BizGenEval: A Systematic Benchmark for Commercial Visual Content Generation
par: Li, Yan, et autres
Publié: (2026)

Improving Continual Pre-training Through Seamless Data Packing
par: Yin, Ruicheng, et autres
Publié: (2025)

AutoSkill: Experience-Driven Lifelong Learning via Skill Self-Evolution
par: Yang, Yutao, et autres
Publié: (2026)

VIB-Probe: Detecting and Mitigating Hallucinations in Vision-Language Models via Variational Information Bottleneck
par: Zhang, Feiran, et autres
Publié: (2026)

Skill-RAG: Failure-State-Aware Retrieval Augmentation via Hidden-State Probing and Skill Routing
par: Wei, Kai, et autres
Publié: (2026)

SkillMaster: Toward Autonomous Skill Mastery in LLM Agents
par: Yang, Min, et autres
Publié: (2026)

Dendritic Localized Learning: Toward Biologically Plausible Algorithm
par: Lv, Changze, et autres
Publié: (2025)

Biologically Plausible Learning via Bidirectional Spike-Based Distillation
par: Lv, Changze, et autres
Publié: (2025)

SkillCom: Decomposing LLM-based Semantic Communication into Task and Channel Aware Skills
par: Fu, Jingwen, et autres
Publié: (2026)

Skill-Pro: Learning Reusable Skills from Experience via Non-Parametric PPO for LLM Agents
par: Mi, Qirui, et autres
Publié: (2026)

From Skill Text to Skill Structure: The Scheduling-Structural-Logical Representation for Agent Skills
par: Liang, Qiliang, et autres
Publié: (2026)

Reward Hacking in the Era of Large Models: Mechanisms, Emergent Misalignment, Challenges
par: Wang, Xiaohua, et autres
Publié: (2026)

EmbodiSkill: Skill-Aware Reflection for Self-Evolving Embodied Agents
par: Ju, Ruofei, et autres
Publié: (2026)

Cognitive, Noncognitive, and Social Skills and Alcohol Consumption
par: Sun Hyung Kim, et autres
Publié: (2025)

UpSkill: Mutual Information Skill Learning for Structured Response Diversity in LLMs
par: Shah, Devan, et autres
Publié: (2026)

MageBench: Bridging Large Multimodal Models to Agents
par: Zhang, Miaosen, et autres
Publié: (2024)

SkillGenBench: Benchmarking Skill Generation Pipelines for LLM Agents
par: Zhou, Yifan, et autres
Publié: (2026)

Skill Path: Unveiling Language Skills from Circuit Graphs
par: Chen, Hang, et autres
Publié: (2024)

TripTailor: A Real-World Benchmark for Personalized Travel Planning
par: Shen, Yuanzhe, et autres
Publié: (2025)

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents
par: Miao, Yongliang, et autres
Publié: (2026)

From Experience to Skill: Multi-Agent Generative Engine Optimization via Reusable Strategy Learning
par: Wu, Beining, et autres
Publié: (2026)

SkillJect: Effectively Automating Skill-Based Prompt Injection for Skill-Enabled Agents
par: Jia, Xiaojun, et autres
Publié: (2026)

MIND-Skill: Quality-Guaranteed Skill Generation via Multi-Agent Induction and Deduction
par: Li, Yixuan, et autres
Publié: (2026)

Contrast, Imitate, Adapt: Learning Robotic Skills From Raw Human Videos
par: Qian, Zhifeng, et autres
Publié: (2024)

Unsupervised Skill Discovery through Skill Regions Differentiation
par: Xiao, Ting, et autres
Publié: (2025)

Offline Reinforcement Learning with Discrete Diffusion Skills
par: Qiao, RuiXi, et autres
Publié: (2025)

STARS: Skill-Triggered Audit for Request-Conditioned Invocation Safety in Agent Systems
par: Zhang, Guijia, et autres
Publié: (2026)

Progressive Mastery: Customized Curriculum Learning with Guided Prompting for Mathematical Reasoning
par: Wu, Muling, et autres
Publié: (2025)

CasCast: Skillful High-resolution Precipitation Nowcasting via Cascaded Modelling
par: Gong, Junchao, et autres
Publié: (2024)

TARSE: Test-Time Adaptation via Retrieval of Skills and Experience for Reasoning Agents
par: Wang, Junda, et autres
Publié: (2026)