mlsanityData to 14 Oct 2026

AI-Assisted Causal Pathway Diagram for Human-Centered Design

arXiv 2403.08111 ↗First posted 12 Mar 2024cs.HC cs.AI cs.CLcited by 4

Not on the map. Why?

Abstract (arXiv)

This paper explores the integration of causal pathway diagrams (CPD) into human-centered design (HCD), investigating how these diagrams can enhance the early stages of the design process. A dedicated CPD plugin for the online collaborative whiteboard platform Miro was developed to streamline diagram creation and offer real-time AI-driven guidance. Through a user study with designers (N=20), we found that CPD's branching and its emphasis on causal connections supported both divergent and convergent processes during design. CPD can also facilitate communication among stakeholders. Additionally, we found our plugin significantly reduces designers' cognitive workload and increases their creativity during brainstorming, highlighting the implications of AI-assisted tools in supporting creative work and evidence-based designs.

Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). Builds on 21 of its 108 references that are in the map. First posted on arXiv 12 Mar 2024.

Builds on

21 of 108 references.

References · 21

  1. 2022Chain-of-Thought Prompting Elicits Reasoning in Large Language Modelscited by 12,459
  2. 2021On the Opportunities and Risks of Foundation Modelscited by 4,033
  3. 2023Sparks of Artificial General Intelligence: Early experiments with GPT-4cited by 2,592
  4. 2023A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPTcited by 619
  5. 2023A Survey on Large Language Models for Recommendationcited by 379
  6. 2023Can Generalist Foundation Models Outcompete Special-Purpose Tuning? Case Study in Medicinecited by 329
  7. 2023Large Language Models are Zero-Shot Rankers for Recommender Systemscited by 309
  8. 2020Questioning the AI: Informing Design Practices for Explainable AI User Experiencescited by 253
  9. 2022CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilitiescited by 249
  10. 2022Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry Professionalscited by 191
  11. 2022Large-scale Text-to-Image Generation Models for Visual Artists' Creative Workscited by 61
  12. 2021VINS: Visual Search for Mobile User Interface Designcited by 37
9 more
  1. 2023Spellburst: A Node-based Interface for Exploratory Creative Coding with Natural Language Promptscited by 30
  2. 2023Prompting for Discovery: Flexible Sense-Making for AI Art-Making with Dreamsheetscited by 22
  3. 2016Mechanical Novel: Crowdsourcing Complex Work through Reflection and Revisioncited by 13
  4. 2022When happy accidents spark creativity: Bringing collaborative speculation to life with generative AIcited by 9
  5. 2020Brainstorming Generative Adversarial Networks (BGANs): Towards Multi-Agent Generative Models with Distributed Private Datasetscited by 7
  6. 2024AI Assistance for UX: A Literature Review Through Human-Centered AIcited by 7
  7. 2022Gallery D.C.: Auto-created GUI Component Gallery for Design Search and Knowledge Discoverycited by 5
  8. 2023Scratch Copilot Evaluation: Assessing AI-Assisted Creative Coding for Familiescited by 5
  9. 2023Supermind Ideator: Exploring generative AI to support creative problem-solvingcited by 2

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 2; 2026: 2.

4 papers.