mlsanityData to 14 Oct 2026

GRAPHIC--Guidelines for Reviewing Algorithmic Practices in Human-centred Design and Interaction for Creativity

arXiv 2511.17443 ↗First posted 21 Nov 2025cs.HC cs.AI cs.GRcited by 0

Not on the map. Why?

Abstract (arXiv)

Artificial Intelligence (AI) has been increasingly applied to creative domains, leading to the development of systems that collaborate with humans in design processes. In Graphic Design, integrating computational systems into co-creative workflows presents specific challenges, as it requires balancing scientific rigour with the subjective and visual nature of design practice. Following the PRISMA methodology, we identified 872 articles, resulting in a final corpus of 71 publications describing 68 unique systems. Based on this review, we introduce GRAPHIC (Guidelines for Reviewing Algorithmic Practices in Human-centred Design and Interaction for Creativity), a framework for analysing computational systems applied to Graphic Design. Its goal is to understand how current systems support human-AI collaboration in the Graphic Design discipline. The framework comprises main dimensions, which our analysis revealed to be essential across diverse system types: (1) Collaborative Panorama, (2) Processes and Modalities, and (3) Graphic Design Principles. Its application revealed research gaps, including the need to balance initiative and control between agents, improve communication through explainable interaction models, and promote systems that support transformational creativity grounded in core design principles.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 26 of its 104 references that are in the map. First posted on arXiv 21 Nov 2025.

Builds on

26 of 104 references.

References · 26

  1. 2021Constrained Graphic Layout Generation via Latent Optimizationcited by 83
  2. 2020Attribute-conditioned Layout GAN for Automatic Graphic Designcited by 68
  3. 2022Designing Creative AI Partners with COFI: A Framework for Modeling Interaction in Human-AI Co-Creative Systemscited by 59
  4. 2023CreativeConnect: Supporting Reference Recombination for Graphic Design Ideation with Generative AIcited by 34
  5. 2018Sequential Attention GAN for Interactive Image Editingcited by 33
  6. 2020Predicting Visual Importance Across Graphic Design Typescited by 30
  7. 2024From Explainable to Interactive AI: A Literature Review on Current Trends in Human-AI Interactioncited by 26
  8. 2015DeepFont: Identify Your Font from An Imagecited by 24
  9. 2017Learning Visual Importance for Graphic Designs and Data Visualizationscited by 22
  10. 2024Understanding Nonlinear Collaboration between Human and AI Agents: A Co-design Framework for Creative Designcited by 22
  11. 2017Logo Synthesis and Manipulation with Clustered Generative Adversarial Networkscited by 20
  12. 2023GenQuery: Supporting Expressive Visual Search with Generative Modelscited by 14
14 more
  1. 2018Evaluating Creativity in Computational Co-Creative Systemscited by 9
  2. 2019Adversarial Colorization Of Icons Based On Structure And Color Conditionscited by 9
  3. 2023An HCI-Centric Survey and Taxonomy of Human-Generative-AI Interactionscited by 9
  4. 2022Explainable Computational Creativitycited by 8
  5. 2015Colors -Messengers of Concepts: Visual Design Mining for Learning Color Semanticscited by 7
  6. 2024MemoVis: A GenAI-Powered Tool for Creating Companion Reference Images for 3D Design Feedbackcited by 7
  7. 2021AdaptiFont: Increasing Individuals' Reading Speed with a Generative Font Model and Bayesian Optimizationcited by 5
  8. 2020Iconify: Converting Photographs into Iconscited by 4
  9. 2023Interactive Flexible Style Transfer for Vector Graphicscited by 4
  10. 2021Learning Personal Style from Few Examplescited by 3
  11. 2024Boosting Mixed-Initiative Co-Creativity in Game Design: A Tutorialcited by 3
  12. 2025Improving User Experience with FAICO: Towards a Framework for AI Communication in Human-AI Co-Creativitycited by 2
  13. 2018And Now for Something Completely Different: Visual Novelty in an Online Network of Designerscited by 1
  14. 2022ESSYS* Sharing #UC: An Emotion-driven Audiovisual Installationcited by 1

Built on by

Not cited yet.