GUIDE: Designer-in-the-loop Authoring of Conformant Generative User Interfaces

2026-09-17

AI Summary

为了解决生成式用户界面难以直接控制设计意图的问题，GUIDE系统通过设计师的持续互动和修改来优化界面生成，并采用自适应一致性评分模型确保符合设计要求。

Abstract

Generative User Interfaces (GenUIs) enable applications to generate interfaces on demand from user needs and context. Like conventional UIs, they must still reflect designers' intent and conform to requirements such as brand identity. Unlike conventional UIs, designers cannot directly specify or see every interface a GenUI may produce, making design intent harder to enforce. We introduce GUIDE (GenUI Development Environment), a system that lets designers continuously inspect and refine GenUI behavior as they create and edit interfaces. GUIDE uses designers' modifications and interactions to adapt GenUIs through prompt optimization and a novel adaptive conformance scoring model. We validate GUIDE's scoring model and system. The scoring model matched or outperformed proprietary LLM baselines on held-out comparisons of real and synthetic application screens. In a study with 12 UI/UX practitioners, participants found GUIDE effective and usable and significantly preferred aligned outputs over a strong baseline using exemplars and a model-generated design.md.

Problem

• Generative User Interfaces
• design intent
• conformance

Innovation

• adaptive conformance scoring model
• prompt optimization
• GenUI Development Environment