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

arXiv: https://arxiv.org/abs/2507.17774 · HTML: https://mlsanity.com/paper/2507.17774/

## 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 (most cited first, 10 of 10)

- [SCORE: Story Coherence and Retrieval Enhancement for AI Narratives](https://mlsanity.com/paper/2503.23512/) (2025)
- [Unmasking Digital Falsehoods: A Comparative Analysis of LLM-Based Misinformation Detection Strategies](https://mlsanity.com/paper/2503.00724/) (2025)
- [NEVLP: Noise-Robust Framework for Efficient Vision-Language Pre-training](https://mlsanity.com/paper/2409.09582/) (2024)
- [Research on reinforcement learning based warehouse robot navigation algorithm in complex warehouse layout](https://mlsanity.com/paper/2411.06128/) (2024)
- [Personalized Risks and Regulatory Strategies of Large Language Models in Digital Advertising](https://mlsanity.com/paper/2505.04665/) (2025)
- [Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method](https://mlsanity.com/paper/2504.07983/) (2025)
- [Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion](https://mlsanity.com/paper/2504.18631/) (2025)
- [DTSGAN: Learning Dynamic Textures via Spatiotemporal Generative Adversarial Network](https://mlsanity.com/paper/2412.16948/) (2024)
- [CL-ISR: A Contrastive Learning and Implicit Stance Reasoning Framework for Misleading Text Detection on Social Media](https://mlsanity.com/paper/2506.05107/) (2025)
- [Application of YOLOv8 in monocular downward multiple Car Target detection](https://mlsanity.com/paper/2505.10016/) (2025)

## Built on by (most cited first, 2 of 2)

- [A Machine Learning-Based Study on the Synergistic Optimization of Supply Chain Management and Financial Supply Chains from an Economic Perspective](https://mlsanity.com/paper/2509.03673/) (2025)
- [FASH-iCNN: Making Editorial Fashion Identity Inspectable Through Multimodal CNN Probing](https://mlsanity.com/paper/2604.26186/) (2026)

## 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.