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Automating HCI Principles: Skills for On-Demand UI Construction
Position paper proposing machine-readable skills that guide agents as they generate task-specific interfaces. Its shared Human-AI workspace connects dialogue, task decomposition, and UI state, while inspectable skill files encode usability heuristics, accessibility criteria, cognitive-load guidance, and mixed-initiative interaction principles.
assistant-ui: Component Vocabulary for Generative UI
Official implementation guide for @assistant-ui/react-generative-ui, an open-source runtime that lets models compose JSON interface trees through a present tool. It covers registered React components, Zod prop schemas, opt-in streaming, action handlers, and adapters for Slack, Teams, and A2UI.
Harness4GenUI 2026: Engineering Foundations for Generative UI
Official ASE 2026 workshop dedicated to the software-engineering foundations of Generative UI. Harness4GenUI frames dynamic interfaces as runtime systems and organizes work around stable context models, UI schemas, rendering contracts, testing, observability, safety, and governance rather than generation quality alone.
AUV-Bench: Aesthetic Understanding and Generation Evaluation for User Interfaces
September 2026 benchmark connecting aesthetic scoring, diagnosis, repair, and text-to-UI generation across 1,395 executable web interfaces. It pairs diagnosis and repair on 660 controlled-degradation cases to test whether models can translate design judgments into effective interface changes.
Elicitive User Interfaces: Designing How Users Shape Generative Interfaces
September 2026 HCI paper proposing that generated interfaces should also generate ways to ask users about unstated preferences. Its six-axis design space and Ditto prototype cover questions, alternatives, editable panels, and other prompts embedded in the interface, with findings from two user studies.
GUIDE: Designer-in-the-loop Authoring of Conformant Generative User Interfaces
September 2026 HCI paper introducing a Figma-based environment for steering generated interfaces toward a designer's intent. GUIDE turns canvas edits into prompt updates and adapts a design-conformance scorer that ranks candidate screens against project references.
Harnessing Generative UI for Education: Tailored Learning Interactives
September 2026 Google Research paper on generating customized STEM simulations with Gemini. Its teacher-led pipeline turns learning objectives into scaffolded, multi-level interfaces, then checks rendered HTML and JavaScript for visual, solution, telemetry, and mechanical failures before refining the result.
IWC-Bench: Evaluating Web Application Generation from a Software Testing Perspective
2026 benchmark for evaluating runnable LLM-generated web applications through coverage-guided browser exploration. IWC-Bench instruments each app, turns interaction traces into state-transition graphs, and scores visual aesthetics, usability, and requirement alignment across 369 real-world requirements and 5,088 acceptance criteria.
Toward Frontier-Quality Declarative UI Generation at Small-Model Cost
September 2026 Harness4GenUI paper studying whether small language models can generate production-oriented A2UI from approved component catalogs. Across task-management and cloud-console domains, the authors compare training-data strategies, model sizes, catalog sizes, cost, latency, binding correctness, and rendered quality.