mlsanityData to 14 Oct 2026

Sketch-based Access Control: A Multimodal Interface for Translating User Preferences into Intent-Aligned Policies

arXiv 2605.10012 ↗First posted 11 May 2026cs.HC cs.CRcited by 1

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Abstract (arXiv)

Developing simple and expressive access controls -- interfaces to specify policies that define who should have access to resources and under what circumstances -- is a longstanding challenge in usable security. We present Sketch-based Access Control (SBAC), a sketch-based, AI-assisted access control authoring system that combines the expressive power of sketching with the interpretive capabilities of multimodal large language models (MLLMs) to support the interpretation and validation of policy specifications as they are iteratively refined. Through a formative study with 14 participants, we identified three design requirements and developed a human-AI collaborative workflow composed of three stages -- Specify, Analyze, and Test -- enabled by the system's ability to maintain and interpret evolving access control specifications. In a user evaluation with 14 participants grounded in their real-world access control scenarios, we found the system and the workflow helped participants progressively refine initially underspecified preferences into more complete and precise policies -- surfacing gaps they had not anticipated, resolving ambiguities through dialogue, and validating policy behavior through concrete scenarios.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 11 May 2026.

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