mlsanityData to 14 Oct 2026

Human-AI Co-Creation: A Framework for Collaborative Design in Intelligent Systems

arXiv 2507.17774 ↗First posted 22 Jul 2025cs.HC cs.AIcited by 2

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Abstract (arXiv)

As artificial intelligence (AI) continues to evolve from a back-end computational tool into an interactive, generative collaborator, its integration into early-stage design processes demands a rethinking of traditional workflows in human-centered design. This paper explores the emergent paradigm of human-AI co-creation, where AI is not merely used for automation or efficiency gains, but actively participates in ideation, visual conceptualization, and decision-making. Specifically, we investigate the use of large language models (LLMs) like GPT-4 and multimodal diffusion models such as Stable Diffusion as creative agents that engage designers in iterative cycles of proposal, critique, and revision.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 10 of its 27 references that are in the map. First posted on arXiv 22 Jul 2025.

Builds on

10 of 27 references.

References · 10

  1. 2025SCORE: Story Coherence and Retrieval Enhancement for AI Narrativescited by 42
  2. 2025Unmasking Digital Falsehoods: A Comparative Analysis of LLM-Based Misinformation Detection Strategiescited by 16
  3. 2024NEVLP: Noise-Robust Framework for Efficient Vision-Language Pre-trainingcited by 15
  4. 2024Research on reinforcement learning based warehouse robot navigation algorithm in complex warehouse layoutcited by 14
  5. 2025Personalized Risks and Regulatory Strategies of Large Language Models in Digital Advertisingcited by 8
  6. 2025Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Methodcited by 7
  7. 2025Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusioncited by 6
  8. 2024DTSGAN: Learning Dynamic Textures via Spatiotemporal Generative Adversarial Networkcited by 3
  9. 2025CL-ISR: A Contrastive Learning and Implicit Stance Reasoning Framework for Misleading Text Detection on Social Mediacited by 2
  10. 2025Application of YOLOv8 in monocular downward multiple Car Target detectioncited by 1

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 1; 2026: 1.

2 papers.

  1. 2025A Machine Learning-Based Study on the Synergistic Optimization of Supply Chain Management and Financial Supply Chains from an Economic Perspectivecited by 1
  2. 2026FASH-iCNN: Making Editorial Fashion Identity Inspectable Through Multimodal CNN Probingcited by 0

Similar, not cited

Close in wording, no citation either way

  1. 2026Progressive Ideation using an Agentic AI Framework for Human-AI Co-Creation
  2. 2026A Taxonomy of Human--MLLM Interaction in Early-Stage Sketch-Based Design Ideation
  3. 2023Synergizing Human-AI Agency: A Guide of 23 Heuristics for Service Co-Creation with LLM-Based Agents
  4. 2025Imagining Design Workflows in Agentic AI Futures
  5. 2026CoDesignAI: An AI-Enabled Multi-Agent, Multi-User System for Collaborative Urban Design at the Conceptual Stage
  6. 2025Agentic Workflows for Conversational Human-AI Interaction Design
  7. 2026On the Creativity of AI Agents
  8. 2026Creativity from Friction: Human-AI Interaction for Exploratory Structural Design