Cover Image

From History to State: Constant-Context Skill Learning for LLM Agents

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xie, Haoyang, Wang, Xinyuan, Wang, Yancheng, Zhao, Puda, Ju, Feng
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

SkillsInjector: Dynamic Skill Context Construction for LLM Agents
by: Li, Yanchao, et al.
Published: (2026)

From Context to Skills: Can Language Models Learn from Context Skillfully?
by: Si, Shuzheng, et al.
Published: (2026)

Formal Skill: Programmable Runtime Skills for Efficient and Accurate LLM Agents
by: Zhang, Xi, et al.
Published: (2026)

Text-to-CadQuery: A New Paradigm for CAD Generation with Scalable Large Model Capabilities
by: Xie, Haoyang, et al.
Published: (2025)

Evaluating Multi-Turn Bargain Skills in LLM-Based Seller Agent
by: Wang, Issue Yishu, et al.
Published: (2025)

Skill-Pro: Learning Reusable Skills from Experience via Non-Parametric PPO for LLM Agents
by: Mi, Qirui, et al.
Published: (2026)

Harnessing LLM Agents with Skill Programs
by: Liu, Hongjun, et al.
Published: (2026)

SkillRevise: Improving LLM-Authored Agent Skills via Trace-Conditioned Skill Revision
by: Liu, Yuxuan, et al.
Published: (2026)

TowerMind: A Tower Defence Game Learning Environment and Benchmark for LLM as Agents
by: Wang, Dawei, et al.
Published: (2026)

MedSkillAudit: A Domain-Specific Audit Framework for Medical Research Agent Skills
by: Hou, Yingyong, et al.
Published: (2026)

Skills on the Fly: Test-Time Adaptive Skill Synthesis for LLM Agents
by: Wang, Jingxing, et al.
Published: (2026)

SkillGen: Learning Domain Skills for In-Context Sequential Decision Making
by: Ding, Ruomeng, et al.
Published: (2025)

SKILLC: Learning Autonomous Skill Internalization in LLM Agents via Contrastive Credit Assignment
by: Lin, Hongxiang, et al.
Published: (2026)

SkillGenBench: Benchmarking Skill Generation Pipelines for LLM Agents
by: Zhou, Yifan, et al.
Published: (2026)

Learning to Recommend Multi-Agent Subgraphs from Calling Trees
by: Song, Xinyuan, et al.
Published: (2026)

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents
by: Miao, Yongliang, et al.
Published: (2026)

EmbodiSkill: Skill-Aware Reflection for Self-Evolving Embodied Agents
by: Ju, Ruofei, et al.
Published: (2026)

SkillAdaptor: Self-Adapting Skills for LLM Agents from Trajectories
by: Yu, Zhuoyun, et al.
Published: (2026)

State Soup: In-Context Skill Learning, Retrieval and Mixing
by: Pióro, Maciej, et al.
Published: (2024)

From Skill Text to Skill Structure: The Scheduling-Structural-Logical Representation for Agent Skills
by: Liang, Qiliang, et al.
Published: (2026)

SkillMaster: Toward Autonomous Skill Mastery in LLM Agents
by: Yang, Min, et al.
Published: (2026)

SkillBrew: Multi-Objective Curation of Skill Banks for LLM Agents
by: Hu, Wentao, et al.
Published: (2026)

Federated In-Context LLM Agent Learning
by: Wu, Panlong, et al.
Published: (2024)

Context Learning for Multi-Agent Discussion
by: Hua, Xingyuan, et al.
Published: (2026)

Requesting Expert Reasoning: Augmenting LLM Agents with Learned Collaborative Intervention
by: Wang, Zhiming, et al.
Published: (2026)

Skill-SD: Skill-Conditioned Self-Distillation for Multi-turn LLM Agents
by: Wang, Hao, et al.
Published: (2026)

EvoAgent: An Evolvable Agent Framework with Skill Learning and Multi-Agent Delegation
by: Zhang, Aimin, et al.
Published: (2026)

Counterfactual Trace Auditing of LLM Agent Skills
by: Zhou, Xiaolin, et al.
Published: (2026)

MemSkill: Learning and Evolving Memory Skills for Self-Evolving Agents
by: Zhang, Haozhen, et al.
Published: (2026)

Reinforcement Learning for Self-Improving Agent with Skill Library
by: Wang, Jiongxiao, et al.
Published: (2025)

AutoContext: Instance-Level Context Learning for LLM Agents
by: Cai, Kuntai, et al.
Published: (2025)

CrimeMind: Simulating Urban Crime with Multi-Modal LLM Agents
by: Zeng, Qingbin, et al.
Published: (2025)

The Scaling Laws of Skills in LLM Agent Systems
by: Chen, Charles, et al.
Published: (2026)

Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning
by: Shi, Yaorui, et al.
Published: (2026)

SkillRet: A Large-Scale Benchmark for Skill Retrieval in LLM Agents
by: Cho, Hongcheol, et al.
Published: (2026)

SkillOrchestra: Learning to Route Agents via Skill Transfer
by: Wang, Jiayu, et al.
Published: (2026)

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing
by: Feng, Haoyang, et al.
Published: (2025)

Learning CLI Agents with Structured Action Credit under Selective Observation
by: Su, Haoyang, et al.
Published: (2026)

Escaping the Context Bottleneck: Active Context Curation for LLM Agents via Reinforcement Learning
by: Li, Xiaozhe, et al.
Published: (2026)

SkillTester: Benchmarking Utility and Security of Agent Skills
by: Wang, Leye, et al.
Published: (2026)