From Interaction Traces to Persistent Skills: Online Evolution for Computer-Use Agents

arXiv:2609.04869 · cs.AI · Submitted 2026-09-04 · Read on arXiv

cs.AI

Submitted: 2026-09-04

Updated: 2026-09-04

Comments: 10 pages, 2 figures, and 2 tables. Code: https://github.com/LongtaoHu/Skill-Evo4GUI

Code: https://github.com/LongtaoHu/Skill-Evo4GUI

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

Terminology

• Procedural Knowledge — 2× in this paper · explained in 2 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Provenance — 1× in this paper · explained in 3 episodes
• Trace — 1× in this paper · explained in 2 episodes

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