WorldSmith: Iterative and Expressive Prompting for World Building with a Generative AI
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Abstract (arXiv)
Crafting a rich and unique environment is crucial for fictional world-building, but can be difficult to achieve since illustrating a world from scratch requires time and significant skill. We investigate the use of recent multi-modal image generation systems to enable users iteratively visualize and modify elements of their fictional world using a combination of text input, sketching, and region-based filling. WorldSmith enables novice world builders to quickly visualize a fictional world with layered edits and hierarchical compositions. Through a formative study (4 participants) and first-use study (13 participants) we demonstrate that WorldSmith offers more expressive interactions with prompt-based models. With this work, we explore how creatives can be empowered to leverage prompt-based generative AI as a tool in their creative process, beyond current "click-once" prompting UI paradigms.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 25 Aug 2023.
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Citing papers per year: 2024: 5; 2025: 6; 2026: 2.
13 papers.
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- 2024Patchview: LLM-Powered Worldbuilding with Generative Dust and Magnet Visualizationcited by 23
- 2025PromptMap: An Alternative Interaction Style for AI-Based Image Generationcited by 8
- 2025Toyteller: AI-powered Visual Storytelling Through Toy-Playing with Character Symbolscited by 6
- 2024BlendScape: Enabling End-User Customization of Video-Conferencing Environments through Generative AIcited by 3
- 2024SpaceBlender: Creating Context-Rich Collaborative Spaces Through Generative 3D Scene Blendingcited by 3
- 2025Societal Impacts Research Requires Benchmarks for Creative Composition Taskscited by 3
- 2025Dreamcrafter: Immersive Editing of 3D Radiance Fields Through Flexible, Generative Inputs and Outputscited by 2
- 2024AltCanvas: A Tile-Based Image Editor with Generative AI for Blind or Visually Impaired Peoplecited by 1
- 2024MS2Mesh-XR: Multi-modal Sketch-to-Mesh Generation in XR Environmentscited by 1
- 2025Understanding Prompt Programming Tasks and Questionscited by 1
- 2025AnimAgents: Coordinating Multi-Stage Animation Pre-Production with Human-Multi-Agent Collaborationcited by 1
- 2026Compos3D: Interactive Part-Based Composition for Creative Control in Generative 3D Modelscited by 0
- 2026Generative Tutorial: Towards Live Contextualized Visual Instructions for Physical Tasks21 Sep 2026
- 2026Compos3D: Interactive Part-Based Composition for Creative Control in Generative 3D Models13 Jul 2026
- 2025Dreamcrafter: Immersive Editing of 3D Radiance Fields Through Flexible, Generative Inputs and Outputs23 Dec 2025
- 2025AnimAgents: Coordinating Multi-Stage Animation Pre-Production with Human-Multi-Agent Collaboration22 Nov 2025
- 2025Understanding Prompt Programming Tasks and Questions23 Jul 2025
- 2025Societal Impacts Research Requires Benchmarks for Creative Composition Tasks9 Apr 2025
- 2025PromptMap: An Alternative Interaction Style for AI-Based Image Generation12 Mar 2025
- 2025Toyteller: AI-powered Visual Storytelling Through Toy-Playing with Character Symbols23 Jan 2025
- 2024MS2Mesh-XR: Multi-modal Sketch-to-Mesh Generation in XR Environments12 Dec 2024
- 2024SpaceBlender: Creating Context-Rich Collaborative Spaces Through Generative 3D Scene Blending20 Sep 2024
- 2024Patchview: LLM-Powered Worldbuilding with Generative Dust and Magnet Visualization7 Aug 2024
- 2024AltCanvas: A Tile-Based Image Editor with Generative AI for Blind or Visually Impaired People5 Aug 2024
- 2024Patchview: LLM-Powered Worldbuilding with Generative Dust and Magnet Visualizationcited by 23
- 2025PromptMap: An Alternative Interaction Style for AI-Based Image Generationcited by 8
- 2025Toyteller: AI-powered Visual Storytelling Through Toy-Playing with Character Symbolscited by 6
- 2024BlendScape: Enabling End-User Customization of Video-Conferencing Environments through Generative AIcited by 3
- 2024SpaceBlender: Creating Context-Rich Collaborative Spaces Through Generative 3D Scene Blendingcited by 3
- 2025Societal Impacts Research Requires Benchmarks for Creative Composition Taskscited by 3
- 2025Dreamcrafter: Immersive Editing of 3D Radiance Fields Through Flexible, Generative Inputs and Outputscited by 2
- 2024AltCanvas: A Tile-Based Image Editor with Generative AI for Blind or Visually Impaired Peoplecited by 1
- 2024MS2Mesh-XR: Multi-modal Sketch-to-Mesh Generation in XR Environmentscited by 1
- 2025Understanding Prompt Programming Tasks and Questionscited by 1
- 2025AnimAgents: Coordinating Multi-Stage Animation Pre-Production with Human-Multi-Agent Collaborationcited by 1
- 2026Compos3D: Interactive Part-Based Composition for Creative Control in Generative 3D Modelscited by 0
12 most cited of 13 All 13 (JSON)
- 2026Generative Tutorial: Towards Live Contextualized Visual Instructions for Physical Tasks21 Sep 2026
- 2026Compos3D: Interactive Part-Based Composition for Creative Control in Generative 3D Models13 Jul 2026
- 2025Dreamcrafter: Immersive Editing of 3D Radiance Fields Through Flexible, Generative Inputs and Outputs23 Dec 2025
- 2025AnimAgents: Coordinating Multi-Stage Animation Pre-Production with Human-Multi-Agent Collaboration22 Nov 2025
- 2025Understanding Prompt Programming Tasks and Questions23 Jul 2025
- 2025Societal Impacts Research Requires Benchmarks for Creative Composition Tasks9 Apr 2025
- 2025PromptMap: An Alternative Interaction Style for AI-Based Image Generation12 Mar 2025
- 2025Toyteller: AI-powered Visual Storytelling Through Toy-Playing with Character Symbols23 Jan 2025
- 2024MS2Mesh-XR: Multi-modal Sketch-to-Mesh Generation in XR Environments12 Dec 2024
- 2024SpaceBlender: Creating Context-Rich Collaborative Spaces Through Generative 3D Scene Blending20 Sep 2024
- 2024Patchview: LLM-Powered Worldbuilding with Generative Dust and Magnet Visualization7 Aug 2024
- 2024AltCanvas: A Tile-Based Image Editor with Generative AI for Blind or Visually Impaired People5 Aug 2024
12 newest of 13 All 13 (JSON)