Overview

Computational creativity asks how computer systems can produce ideas and artifacts that are novel, useful, surprising, or otherwise valued, and how people can create with them. Approaches include language-model prompting and multi-agent search, evolutionary methods and reinforcement learning, diffusion models for images and designs, and tools that let people guide or refine generations. Researchers evaluate outputs across writing, design, games, science, and other domains using benchmarks, human judgments, and automated measures of novelty, usefulness, and diversity. Current systems can generate strong results in constrained tasks, but creativity remains hard to measure consistently, and gains in individual quality can come with reduced diversity or diminished human agency.

Latest papers

CardsList

114 papers13 papers in the last four weeks, up 333% on the four weeks before. 0.1% of all new papers.

  1. Testing Associative Creativity in Humans and Multimodal LLMs with Difficult-to-Name Visual Stimuli

    Oct 20, 2026Manar Ali, Lisa Gottschalk, Simeon Junker +6Creativity AssessmentMultimodal Large Language Models

  2. Can AI agents make law? Evaluating AI legal relevance and creativity

    Oct 17, 2026Benjamin Ricaud, Artem GalushkoLLM AgentsComputational Creativity

  3. In Human Memories. Technology, Creativity and Self-Determination: An Ethical Proposal

    Oct 16, 2026Francesco Vitucci, Giuseppe Silvi, Francesco Abbrescia +2Human-AI Co-CreationAI Ethics

  4. Thinking Outside the Bots: Human Ideas in AI's Semantic Blind Spots Are Not Inferior

    Oct 12, 2026Kibum Moon, Dan R. Johnson, Kostadin Kushlev +6Computational CreativityGenerative AI Evaluation

  5. Too Late to Prune: Generative AI, the Screen, and Team Creative Decisions

    Oct 10, 2026Difang Huang, Shumin Yu, Fadong Chen +1Human-AI Decision MakingHuman-AI Co-Creation

  6. Evaluating LLM Creativity through Long-Tail Performance

    Oct 9, 2026Yichen Wang, Tenghao Huang, Vishakh Padmakumar +1Creativity AssessmentLLM Evaluation

  7. Towards Defining, Measuring, and Leveraging Creativity in AI Applications

    Oct 9, 2026Jingyi Yang, Alexander TuzhilinCreativity AssessmentComputational Creativity

  8. MindFlow: Mind Supernet Powered Thinking Flows for Research Idea Innovation

    Oct 8, 2026Mengdi Liu, Wenjue Chen, Wenyue Chen +10Research Idea GenerationComputational Creativity

  9. Reflecting on Creative-Boundaries with an AI Co-Doodler

    Oct 4, 2026Samia Menon, Samyukta Jayaram, Chetan Goenka +1Computational CreativityHuman-AI Collaboration

  10. Conditional Generation of Creative Chess Puzzles with Diffusion Models

    Sep 29, 2026Aatu Selkee, Severi Rissanen, Xidong Feng +2Masked Diffusion ModelsComputational Creativity

  11. Reinforcing Agentic Creativity in Scientific Ideation with Night Science

    Sep 28, 2026Priyanka Kargupta, Silviu Cucerzan, Shweti Mahajan +4AI Agents for Scientific DiscoveryScientific Hypothesis Generation

  12. Decoupled Analysis-Judging: An Automated Creativity Evaluator Using LLMs in Complex Multi-step Creativity Tasks

    Sep 3, 2026Xiangyu Wang, Jin Wu, Xiaoyu Li +2Creativity AssessmentLLM-as-a-Judge

  13. Creative Generation via Multi-Agent Debate: Does Debate Suppress Diversity?

    Sep 1, 2026Tien Anh Nguyen, Khanh-Binh Nguyen, Van Dai Do +2Reasoning DiversityMulti-Agent Debate

  14. CLIN: an Objective Framework for Evaluating Creativity in Short Persian Literary Text

    Aug 31, 2026Mohammad Reza Modarres, Armin Tourajmehr, Yadollah Yaghoobzadeh +1Creativity AssessmentLLM Evaluation

  15. Can LLM Agents Discover? Evaluating Creativity on ML Engineering Tasks

    Aug 30, 2026Shitanshu Bhushan, Yunxiang Zhang, Lu WangCreativity AssessmentLLM Agent Evaluation

  16. FocusGen: Expanding Visual Design Exploration with a Simulated Focus Group of Persona Agents

    Aug 28, 2026Jaewon Choi, Helena Vasconcelos, Hyun Lee +3Persona-Conditioned GenerationAgentic Image Generation

  17. The Limits of Automatic Evaluation of Creativity in Large Language Models

    Aug 24, 2026Alessandro Tutone, Giorgio Franceschelli, Mirco MusolesiCreativity AssessmentLanguage Model Generation Evaluation

  18. Are LLMs becoming similarly creative? Evidence from three years of models

    Aug 19, 2026Nirav Patel, Josiah Crossman, Eva Aggarwal +1Homogenization in Language ModelsComputational Creativity

  19. MultiVerse: A Creator-Centered Approach to Steering Context-Adaptive Lyrics

    Aug 19, 2026Alexander Wang, Chris Donahue, David LindlbauerControllable Text GenerationHuman-AI Co-Creation

  20. Musical Mirrors: The LLM as Sounding Board in Songwriting

    Aug 14, 2026Xiao XiaoHuman-AI Co-CreationComputational Creativity

  21. MBA: Multimodal Benchmark and Agents for Real-World Business Ideation

    Aug 12, 2026Hojun Choi, Jaeyo Shin, Suin Lee +1AI Agent BenchmarksComputational Creativity

  22. Recipes for Creativity: Iterative Generation and Evaluation in Large Language Models

    Aug 7, 2026Rens Anderson, Tessa Verhoef, Amirhossein ZohrehvandCreativity AssessmentLLM Evaluation

  23. Sounding Canvas: Embedding Algorithms in Networked, Sensorial Sound Art

    Aug 3, 2026Luciano Ciamarone, Dora Motèque, Marco GiordanoComputational Creativity

  24. Creative Transformation in Literary Texts: Modelling Change Across Representational Levels

    Jul 30, 2026Ioana-Roxana Boriceanu, Liviu P. DinuComputational Literary StudiesComputational Creativity

  25. AI and Its Impact on Creativity and Diversity: An Empirical Study of LLM-Generated Product Ideas

    Jul 30, 2026Christian Terwiesch, Lennart Meincke, Karan Girotra +3LLM PromptingComputational Creativity

  26. Human diversity fuels collective creativity that large language models cannot simulate or sustain

    Jul 29, 2026Mengchen Dong, Hiromu YakuraComputational CreativityDiverse Text Generation