Janus is a publicly available playground system and evaluation harness for testing user-involved permission management designs in AI agents, demonstrating benefits of user input and the need for context-sensitive approaches.
Sketch-based Access Control: A Multimodal Interface for Translating User Preferences into Intent-Aligned Policies
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
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.
fields
cs.AI 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Janus: a Playground for User-Involved Agentic Permission Management
Janus is a publicly available playground system and evaluation harness for testing user-involved permission management designs in AI agents, demonstrating benefits of user input and the need for context-sensitive approaches.