mlsanityData to 7 Oct 2026

DynaVis: Dynamically Synthesized UI Widgets for Visualization Editing

arXiv 2401.10880 ↗First posted 19 Jan 2024cs.HCcited by 34

Not on the map. Why?

Abstract (arXiv)

Users often rely on GUIs to edit and interact with visualizations - a daunting task due to the large space of editing options. As a result, users are either overwhelmed by a complex UI or constrained by a custom UI with a tailored, fixed subset of options with limited editing flexibility. Natural Language Interfaces (NLIs) are emerging as a feasible alternative for users to specify edits. However, NLIs forgo the advantages of traditional GUI: the ability to explore and repeat edits and see instant visual feedback. We introduce DynaVis, which blends natural language and dynamically synthesized UI widgets. As the user describes an editing task in natural language, DynaVis performs the edit and synthesizes a persistent widget that the user can interact with to make further modifications. Study participants (n=24) preferred DynaVis over the NLI-only interface citing ease of further edits and editing confidence due to immediate visual feedback.

Key facts. Cited by 34 papers in the map (data through 7 Oct 2026). First posted on arXiv 19 Jan 2024.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 7; 2025: 14; 2026: 13.

34 papers.

Sort:

By area:

  1. 2024WaitGPT: Monitoring and Steering Conversational LLM Agent in Data Analysis with On-the-Fly Code Visualizationcited by 38
  2. 2024LightVA: Lightweight Visual Analytics with LLM Agent-Based Task Planning and Executioncited by 20
  3. 2024Data Formulator 2: Iterative Creation of Data Visualizations, with AI Transforming Data Along the Waycited by 19
  4. 2024BISCUIT: Scaffolding LLM-Generated Code with Ephemeral UIs in Computational Notebookscited by 12
  5. 2024Imagining a Future of Designing with AI: Dynamic Grounding, Constructive Negotiation, and Sustainable Motivationcited by 7
  6. 2025Just-In-Time Objectives: A General Approach for Specialized AI Interactionscited by 7
  7. 2024ChainBuddy: An AI Agent System for Generating LLM Pipelinescited by 6
  8. 2024Data Analysis in the Era of Generative AIcited by 6
  9. 2025DesignWeaver: Dimensional Scaffolding for Text-to-Image Product Designcited by 6
  10. 2026Towards Interactive Video World Modeling: Frontiers, Challenges, Benchmarks, and Future Trendscited by 6
  11. 2025Generative Interfaces for Language Modelscited by 5
  12. 2025Collaborative Document Editing with Multiple Users and AI Agentscited by 5
22 more
  1. 2025"The Diagram is like Guardrails": Structuring GenAI-assisted Hypotheses Exploration with an Interactive Shared Representationcited by 3
  2. 2025Composable Prompting Workspaces for Creative Writing: Exploration and Iteration Using Dynamic Widgetscited by 3
  3. 2025DuetUI: A Bidirectional Context Loop for Human-Agent Co-Generation of Task-Oriented Interfacescited by 3
  4. 2026AlignUI: A Method for Designing LLM-Generated UIs Aligned with User Preferencescited by 2
  5. 2025HiLDe: Intentional Code Generation via Human-in-the-Loop Decodingcited by 1
  6. 2025PromptCanvas: Composable Prompting Workspaces Using Dynamic Widgets for Exploration and Iteration in Creative Writingcited by 1
  7. 2025Story Ribbons: Reimagining Storyline Visualizations with Large Language Modelscited by 1
  8. 2025A Generative AI System for Biomedical Data Discovery with Grammar-Based Visualizationscited by 1
  9. 2025YAC: Bridging Natural Language and Interactive Visual Exploration with Generative AI for Biomedical Data Discoverycited by 1
  10. 2026Generative Experiences for Digital Mental Health Interventions: Evidence from a Randomized Studycited by 1
  11. 2026PSI: Shared State as the Missing Layer for Coherent AI-Generated Instruments in Personal AI Agentscited by 1
  12. 2025Exploring the Innovation Opportunities for Pre-trained Modelscited by 0
  13. 2025The Command Line GUIde: Graphical Interfaces from Man Pages via AIcited by 0
  14. 2026From Static to Interactive: Authoring Interactive Visualizations via Natural Languagecited by 0
  15. 2026Bridging Natural Language and Interactive What-If Interfaces via LLM-Generated Declarative Specificationscited by 0
  16. 2026Beyond Chat and Clicks: GUI Agents for In-Situ Assistance via Live Interface Transformationcited by 0
  17. 2026MAIC-UI: Making Interactive Courseware with Generative UIcited by 0
  18. 2026Spatula: Exploring On-Demand In-Situ Interfaces and Interaction for Attribute Controlcited by 0
  19. 2026REChart: Reasoning-Efficient Chart Editing with Large Reasoning Modelscited by 0
  20. 2026AdaLens: Interactive Storyline for Monitoring and Steering Long-Running Agentic Data Analysiscited by 0
  21. 2026AI Soccer Analyst: Stage-Aware and Verifiable Human-AI Collaboration for Soccer Data Analysiscited by 0
  22. 2026Beyond Static Charts: Can Language and Vision Language Models Generate Interactive Data Visualization Interfaces?cited by 0