UI Layout Generation with LLMs Guided by UI Grammar
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Abstract (arXiv)
The recent advances in Large Language Models (LLMs) have stimulated interest among researchers and industry professionals, particularly in their application to tasks concerning mobile user interfaces (UIs). This position paper investigates the use of LLMs for UI layout generation. Central to our exploration is the introduction of UI grammar -- a novel approach we proposed to represent the hierarchical structure inherent in UI screens. The aim of this approach is to guide the generative capacities of LLMs more effectively and improve the explainability and controllability of the process. Initial experiments conducted with GPT-4 showed the promising capability of LLMs to produce high-quality user interfaces via in-context learning. Furthermore, our preliminary comparative study suggested the potential of the grammar-based approach in improving the quality of generative results in specific aspects.
Key facts. Cited by 15 papers in the map (data through 14 Oct 2026). Builds on 20 of its 41 references that are in the map. First posted on arXiv 24 Oct 2023.
Builds on
20 of 41 references.
References · 20
- 2020Language Models are Few-Shot Learnerscited by 32,419
- 2022Chain-of-Thought Prompting Elicits Reasoning in Large Language Modelscited by 12,459
- 2022Emergent Abilities of Large Language Modelscited by 2,512
- 2023LayoutGPT: Compositional Visual Planning and Generation with Large Language Modelscited by 347
- 2019LayoutGAN: Generating Graphic Layouts with Wireframe Discriminatorscited by 131
- 2020LayoutTransformer: Layout Generation and Completion with Self-attentioncited by 123
- 2021Screen2Words: Automatic Mobile UI Summarization with Multimodal Learningcited by 120
- 2021Variational Transformer Networks for Layout Generationcited by 88
- 2019Neural Design Network: Graphic Layout Generation with Constraintscited by 83
- 2021Constrained Graphic Layout Generation via Latent Optimizationcited by 83
- 2021BLT: Bidirectional Layout Transformer for Controllable Layout Generationcited by 69
- 2022Enabling Conversational Interaction with Mobile UI using Large Language Modelscited by 66
8 more
- 2021Screen2Vec: Semantic Embedding of GUI Screens and GUI Componentscited by 41
- 2023Unifying Layout Generation with a Decoupled Diffusion Modelcited by 41
- 2022Learning to Denoise Raw Mobile UI Layouts for Improving Datasets at Scalecited by 30
- 2023PLay: Parametrically Conditioned Layout Generation using Latent Diffusioncited by 24
- 2023Chatting with GPT-3 for Zero-Shot Human-Like Mobile Automated GUI Testingcited by 20
- 2020Auto Completion of User Interface Layout Design Using Transformer-Based Tree Decoderscited by 8
- 2021Creating User Interface Mock-ups from High-Level Text Descriptions with Deep-Learning Modelscited by 8
- 2023MenuCraft: Interactive Menu System Design with Large Language Modelscited by 4
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Citing papers per year: 2023: 1; 2024: 2; 2025: 8; 2026: 4.
15 papers.
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- 2025Paper2Poster: Towards Multimodal Poster Automation from Scientific Paperscited by 63
- 2023Unifying the Perspectives of NLP and Software Engineering: A Survey on Language Models for Codecited by 62
- 2024Graphic Design with Large Multimodal Modelcited by 40
- 2025ViMo: A Generative Visual GUI World Model for App Agentscited by 35
- 2025From Code Foundation Models to Agents and Applications: A Comprehensive Survey and Practical Guide to Code Intelligencecited by 15
- 2025Computer-Use Agents as Judges for Generative User Interfacecited by 9
- 2025Generative Interfaces for Language Modelscited by 6
- 2026Any2Poster: Any-Source Poster Generation Across Modalities and Domainscited by 5
- 2026CoGen: Creation of Reusable UI Components in Figma via Textual Commandscited by 2
- 2025GenComUI: Exploring Generative Visual Aids as Medium to Support Task-Oriented Human-Robot Communicationcited by 1
- 2026Reasoning for Mobile User Experience with Multimodal LLMs: Task, Benchmark, and Approachcited by 1
- 2024Predicting the usability of mobile applications using AI tools: the rise of large user interface models, opportunities, and challengescited by 0
3 more
- 2026SchemaGUI: A Schema-Driven Benchmark for Controllable GUI Generation Evaluation23 Aug 2026
- 2026Reasoning for Mobile User Experience with Multimodal LLMs: Task, Benchmark, and Approach11 Jun 2026
- 2026Any2Poster: Any-Source Poster Generation Across Modalities and Domains1 Jun 2026
- 2026CoGen: Creation of Reusable UI Components in Figma via Textual Commands15 Jan 2026
- 2025From Code Foundation Models to Agents and Applications: A Comprehensive Survey and Practical Guide to Code Intelligence23 Nov 2025
- 2025Computer-Use Agents as Judges for Generative User Interface19 Nov 2025
- 2025APD-Agents: A Large Language Model-Driven Multi-Agents Collaborative Framework for Automated Page Design18 Nov 2025
- 2025Generative Interfaces for Language Models26 Aug 2025
- 2025FurniMAS: Language-Guided Furniture Decoration using Multi-Agent System7 Jul 2025
- 2025Paper2Poster: Towards Multimodal Poster Automation from Scientific Papers27 May 2025
- 2025ViMo: A Generative Visual GUI World Model for App Agents15 Apr 2025
- 2025GenComUI: Exploring Generative Visual Aids as Medium to Support Task-Oriented Human-Robot Communication15 Feb 2025
3 more
- 2024Predicting the usability of mobile applications using AI tools: the rise of large user interface models, opportunities, and challenges5 May 2024
- 2024Graphic Design with Large Multimodal Model22 Apr 2024
- 2023Unifying the Perspectives of NLP and Software Engineering: A Survey on Language Models for Code14 Nov 2023
- 2025From Code Foundation Models to Agents and Applications: A Comprehensive Survey and Practical Guide to Code Intelligencecited by 15
- 2025Computer-Use Agents as Judges for Generative User Interfacecited by 9
- 2025FurniMAS: Language-Guided Furniture Decoration using Multi-Agent Systemcited by 0
- 2025APD-Agents: A Large Language Model-Driven Multi-Agents Collaborative Framework for Automated Page Designcited by 0
- 2025From Code Foundation Models to Agents and Applications: A Comprehensive Survey and Practical Guide to Code Intelligence23 Nov 2025
- 2025Computer-Use Agents as Judges for Generative User Interface19 Nov 2025
- 2025APD-Agents: A Large Language Model-Driven Multi-Agents Collaborative Framework for Automated Page Design18 Nov 2025
- 2025FurniMAS: Language-Guided Furniture Decoration using Multi-Agent System7 Jul 2025
- 2025ViMo: A Generative Visual GUI World Model for App Agentscited by 35
- 2025ViMo: A Generative Visual GUI World Model for App Agents15 Apr 2025
- 2025Paper2Poster: Towards Multimodal Poster Automation from Scientific Paperscited by 63
- 2023Unifying the Perspectives of NLP and Software Engineering: A Survey on Language Models for Codecited by 62
- 2024Graphic Design with Large Multimodal Modelcited by 40
- 2025Generative Interfaces for Language Modelscited by 6
- 2026Any2Poster: Any-Source Poster Generation Across Modalities and Domainscited by 5
- 2026CoGen: Creation of Reusable UI Components in Figma via Textual Commandscited by 2
- 2025GenComUI: Exploring Generative Visual Aids as Medium to Support Task-Oriented Human-Robot Communicationcited by 1
- 2024Predicting the usability of mobile applications using AI tools: the rise of large user interface models, opportunities, and challengescited by 0
- 2026SchemaGUI: A Schema-Driven Benchmark for Controllable GUI Generation Evaluationcited by 0
- 2026SchemaGUI: A Schema-Driven Benchmark for Controllable GUI Generation Evaluation23 Aug 2026
- 2026Any2Poster: Any-Source Poster Generation Across Modalities and Domains1 Jun 2026
- 2026CoGen: Creation of Reusable UI Components in Figma via Textual Commands15 Jan 2026
- 2025Generative Interfaces for Language Models26 Aug 2025
- 2025Paper2Poster: Towards Multimodal Poster Automation from Scientific Papers27 May 2025
- 2025GenComUI: Exploring Generative Visual Aids as Medium to Support Task-Oriented Human-Robot Communication15 Feb 2025
- 2024Predicting the usability of mobile applications using AI tools: the rise of large user interface models, opportunities, and challenges5 May 2024
- 2024Graphic Design with Large Multimodal Model22 Apr 2024
- 2023Unifying the Perspectives of NLP and Software Engineering: A Survey on Language Models for Code14 Nov 2023