arXiv — cs.AI preprintsInternational12 October 2026
Work2Skill: Capturing Human GUI Experience for Reusable Agent Skill Induction
This is an official announcement record
Firsthand records what arXiv — cs.AI preprints announced and links to the original. The wording below is theirs, not ours.
arXiv:2610.12984v1 Announce Type: new Abstract: Computer-use agents can perform increasingly complex GUI tasks, yet unfamiliar software and workflows requiring human domain knowledge remain challenging. Human demonstrations convey procedural knowledge through the same GUI interaction space, but reuse requires interpreting actions in context and separating workflow rules from task-specific details. We thus introduce Work2Skill, a framework that captures human GUI experience for reusable agent skill induction. WorkRecorder provides the framework's infrastructure for collecting this experience, a
Read the official announcement
Opens arxiv.org
More from arXiv — cs.AI preprints
- Faithfulness Without Anchors: A Position Paper on the Structural Misalignments of Explainable AI Faithfulness Metrics for Feature Importance12 October 2026
- EliteTable: Self-Improving Program Search for Executable Control Policies12 October 2026
- Equal-Budget Monte Carlo Tree Search versus Randomized-Restart List Scheduling for DAG Workflows: A Controlled Equal-Budget Computational Study12 October 2026
- Know What You Don't Know: Agentic Data Synthesis by Evolving Generation Space for Closed-Loop Learning12 October 2026
- SpireBench: Evaluating Long-Horizon Strategic Play of Agentic Models with Slay the Spire12 October 2026
This content is for informational purposes only and is not professional advice. Specifications, prices, plan tiers, and features change frequently and may differ from what is shown here; verify current details on the manufacturer's or company's official page before purchasing. Ratings are based on analysis of published documentation, not independent lab testing.