mlsanityData to 7 Oct 2026

CreativeConnect: Supporting Reference Recombination for Graphic Design Ideation with Generative AI

arXiv 2312.11949 ↗First posted 19 Dec 2023cs.HCcited by 34

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Abstract (arXiv)

Graphic designers often get inspiration through the recombination of references. Our formative study (N=6) reveals that graphic designers focus on conceptual keywords during this process, and want support for discovering the keywords, expanding them, and exploring diverse recombination options of them, while still having room for designers' creativity. We propose CreativeConnect, a system with generative AI pipelines that helps users discover useful elements from the reference image using keywords, recommends relevant keywords, generates diverse recombination options with user-selected keywords, and shows recombinations as sketches with text descriptions. Our user study (N=16) showed that CreativeConnect helped users discover keywords from the reference and generate multiple ideas based on them, ultimately helping users produce more design ideas with higher self-reported creativity compared to the baseline system without generative pipelines. While CreativeConnect was shown effective in ideation, we discussed how CreativeConnect can be extended to support other types of tasks in creativity support.

Key facts. Cited by 34 papers in the map (data through 7 Oct 2026). First posted on arXiv 19 Dec 2023.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 3; 2025: 21; 2026: 10.

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  1. 2024Human-LLM Compound System for Scientific Ideation through Facet Recombination and Novelty Evaluationcited by 39
  2. 2024How Far Are We From AGI: Are LLMs All We Need?cited by 31
  3. 2025Literature-Grounded Novelty Assessment of Scientific Ideascited by 17
  4. 2024Not Just Novelty: A Longitudinal Study on Utility and Customization of an AI Workflowcited by 13
  5. 2025Exploring the Collaborative Co-Creation Process with AI: A Case Study in Novice Music Productioncited by 9
  6. 2025AI-Instruments: Embodying Prompts as Instruments to Abstract & Reflect Graphical Interface Commands as General-Purpose Toolscited by 8
  7. 2025DesignWeaver: Dimensional Scaffolding for Text-to-Image Product Designcited by 6
  8. 2025POET: Supporting Prompting Creativity and Personalization with Automated Expansion of Text-to-Image Generationcited by 6
  9. 2025CHIMERA: A Knowledge Base of Scientific Idea Recombinations for Research Analysis and Ideationcited by 6
  10. 2025GenTune: Toward Traceable Prompts to Improve Controllability of Image Refinement in Environment Designcited by 5
  11. 2025Constella: Supporting Storywriters' Interconnected Character Creation through LLM-based Multi-Agentscited by 4
  12. 2025StoryEnsemble: Enabling Dynamic Exploration & Iteration in the Design Process with AI and Forward-Backward Propagationcited by 2
22 more
  1. 2025ThematicPlane: Bridging Tacit User Intent and Latent Spaces for Image Generationcited by 2
  2. 2025The AI Memory Gap: Users Misremember What They Created With AI or Withoutcited by 2
  3. 2025CANVAS: A Benchmark for Vision-Language Models on Tool-Based User Interface Designcited by 2
  4. 2025Exploration vs. Fixation: Scaffolding Divergent and Convergent Thinking for Human-AI Co-Creation with Generative Modelscited by 2
  5. 2025The Variance Paradox: How AI Reduces Diversity but Increases Noveltycited by 1
  6. 2025Imagining Design Workflows in Agentic AI Futurescited by 1
  7. 2025AnimAgents: Coordinating Multi-Stage Animation Pre-Production with Human-Multi-Agent Collaborationcited by 1
  8. 2026Bridging Gulfs in UI Generation through Semantic Guidancecited by 1
  9. 2026Group Selection as a Safeguard Against AI Substitutioncited by 1
  10. 2025LitLinker: Supporting the Ideation of Interdisciplinary Contexts with Large Language Models for Teaching Literature in Elementary Schoolscited by 0
  11. 2025When Discourse Stalls: Moving Past Five Semantic Stopsigns about Generative AI in Design Researchcited by 0
  12. 2025Exploring the Innovation Opportunities for Pre-trained Modelscited by 0
  13. 2025Imagine for Me: Creative Conceptual Blending of Real Images and Text via Blended Attentioncited by 0
  14. 2025GRAPHIC--Guidelines for Reviewing Algorithmic Practices in Human-centred Design and Interaction for Creativitycited by 0
  15. 2026Personagram: Bridging Personas and Product Design for Creative Ideation with Multimodal LLMscited by 0
  16. 2026Design Generative AI for Practitioners: Exploring Interaction Approaches Aligned with Creative Practicecited by 0
  17. 2026CogInstrument: Modeling Cognitive Processes for Bidirectional Human-LLM Alignment in Planning Taskscited by 0
  18. 2026Brief2Design: A Multi-phased, Compositional Approach to Prompt-based Graphic Designcited by 0
  19. 2026Culturally Situated AI Safety for Youth: Saudi Arabian Perspectives of Youth, Parents and Teacherscited by 0
  20. 2026From Style Replication to Style Exploration: Enabling Art Style Exploration with Analyze-Experiment-Resituate Frameworkcited by 0
  21. 2026MOONWALK: Mediating Operations with Intent-Evidence-Action Alignment Across Junior-Supervisor Review Workflows in Animation/VFX Pre-Productioncited by 0
  22. 2026Small-world Networks of Agents Brainstorm AI Risks to Support Ideationcited by 0