SkillAdam: Stable and Efficient Skill Evolution for Agents

arXiv:2609.08944 · cs.AI · Submitted 2026-09-08 · Read on arXiv

cs.AI

Submitted: 2026-09-08

Updated: 2026-09-08

Comments: 17 pages, 4 figures, 6 tables

Code: https://github.com/ruc-datalab/SkillAdam

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Adam — 3× in this paper · explained in 2 episodes
• Adaptivity — 1× in this paper · explained in 1 episode
• Agent Skills — 1× in this paper · explained in 1 episode
• Benchmark — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes

Related papers

• MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
• Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
• The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
• MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
• Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems
• VSAL: A Vision Solver with Adaptive Layouts for Graph Property Detection