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Creativity is a fundamental aspect of how culture evolves, yet the mechanisms by which groups produce novelty are notoriously difficult to infer from the historical record. Iterated learning experiments have shown that cultural transmission…

Artificial Intelligence · Computer Science 2026-05-19 Mason Youngblood , Jeff Nusz , Joel Simon

As Vision-Language Models (VLMs) achieve widespread deployment across diverse cultural contexts, ensuring their cultural competence becomes critical for responsible AI systems. While prior work has evaluated cultural awareness in text-only…

Computation and Language · Computer Science 2025-08-26 Arka Mukherjee , Shreya Ghosh

We here analyse the question of developing artificial consciousness from an evolutionary perspective, taking the evolution of the human brain and its relation with consciousness as a reference model. This kind of analysis reveals several…

Neurons and Cognition · Quantitative Biology 2024-07-30 Michele Farisco , Kathinka Evers , Jean-Pierre Changeux

The rapid evolution of artificial intelligence has led to expectations of transformative impact on science, yet current systems remain fundamentally limited in enabling genuine scientific discovery. This perspective contends that progress…

Artificial Intelligence · Computer Science 2025-12-16 Karthik Duraisamy

Generative models are a powerful tool in AI for material discovery. We are designing a software framework that supports a human-AI co-creation process to accelerate finding replacements for the ``forever chemicals''-- chemicals that enable…

Generative AI (GenAI) provides new opportunities for creativity support, but the phenomenon of GenAI design fixation remains underexplored. While human design fixation typically constrains ideas to familiar or existing solutions, our…

Human-Computer Interaction · Computer Science 2025-02-11 Liuqing Chen , Yaxuan Song , Chunyuan Zheng , Qianzhi Jing , Preben Hansen , Lingyun Sun

Do AI systems truly understand human concepts or merely mimic surface patterns? We investigate this through chess, where human creativity meets precise strategic concepts. Analyzing a 270M-parameter transformer that achieves…

Machine Learning · Computer Science 2025-11-05 Semyon Lomasov , Judah Goldfeder , Mehmet Hamza Erol , Matthew So , Yao Yan , Addison Howard , Nathan Kutz , Ravid Shwartz Ziv

Design inspiration is crucial for establishing the direction of a design as well as evoking feelings and conveying meanings during the conceptual design process. Many practice designers use text-based searches on platforms like Pinterest to…

Human-Computer Interaction · Computer Science 2024-07-18 Ye Wang , Nicole B. Damen , Thomas Gale , Voho Seo , Hooman Shayani

Image generation techniques, particularly latent diffusion models, have exploded in popularity in recent years. Many techniques have been developed to manipulate and clarify the semantic concepts these large-scale models learn, offering…

Computer Vision and Pattern Recognition · Computer Science 2024-06-07 E. Zhixuan Zeng , Yuhao Chen , Alexander Wong

Interpretability of machine learning models has gained more and more attention among researchers in the artificial intelligence (AI) and human-computer interaction (HCI) communities. Most existing work focuses on decision making, whereas we…

Human-Computer Interaction · Computer Science 2020-04-16 Haizi Yu , Heinrich Taube , James A. Evans , Lav R. Varshney

Current bioacoustic AI systems achieve impressive cross-species performance by processing animal communication through transformer architectures, foundation model paradigms, and other computational approaches. However, these approaches…

Artificial Intelligence · Computer Science 2025-11-13 Graham L. Bishop

As full AI-based automation remains out of reach in most real-world applications, the focus has instead shifted to leveraging the strengths of both human and AI agents, creating effective collaborative systems. The rapid advances in this…

Human-Computer Interaction · Computer Science 2024-04-19 Steffen Holter , Mennatallah El-Assady

We conjecture that creativity and the perception of creativity are, at least to some extent, shaped by embodiment. This makes embodiment highly relevant for Computational Creativity (CC) research, but existing research is scarce and the use…

Artificial Intelligence · Computer Science 2021-07-05 Christian Guckelsberger , Anna Kantosalo , Santiago Negrete-Yankelevich , Tapio Takala

Creative generation is the synthesis of new, surprising, and valuable samples that reflect user intent yet cannot be envisioned in advance. This task aims to extend human imagination, enabling the discovery of visual concepts that exist in…

Graphics · Computer Science 2025-10-14 Shelly Golan , Yotam Nitzan , Zongze Wu , Or Patashnik

Although explainable computational creativity seeks to create and sustain computational models of creativity that foster a collaboratively creative process through explainability, there remains little to no work in supporting designers when…

Human-Computer Interaction · Computer Science 2023-08-21 Michael Clemens

Recent advances in artificial general intelligence (AGI), particularly large language models and creative image generation systems have demonstrated impressive capabilities on diverse tasks spanning the arts and humanities. However, the…

Artificial Intelligence · Computer Science 2023-10-31 Zhengliang Liu , Yiwei Li , Qian Cao , Junwen Chen , Tianze Yang , Zihao Wu , John Hale , John Gibbs , Khaled Rasheed , Ninghao Liu , Gengchen Mai , Tianming Liu

Experiential AI is an emerging research field that addresses the challenge of making AI tangible and explicit, both to fuel cultural experiences for audiences, and to make AI systems more accessible to human understanding. The central theme…

Computers and Society · Computer Science 2023-06-06 Drew Hemment , Matjaz Vidmar , Daga Panas , Dave Murray-Rust , Vaishak Belle , Aylett Ruth

A chief goal of artificial intelligence is to build machines that think like people. Yet it has been argued that deep neural network architectures fail to accomplish this. Researchers have asserted these models' limitations in the domains…

Machine Learning · Computer Science 2024-08-09 Luca M. Schulze Buschoff , Elif Akata , Matthias Bethge , Eric Schulz

Artificial intelligence (AI) has transformed imaging inverse problems, from medical diagnostics to Earth observation. Yet deep neural networks can produce hallucinations, realistic-looking but incorrect details, undermining their…

Machine Learning · Statistics 2026-05-14 David Iagaru , Nina M. Gottschling , Anders C. Hansen , Josselin Garnier

The diversity of human expression is the raw material of discovery. Generative artificial intelligence threatens this resource even as it promises to accelerate innovation, a paradox now visible across science, culture, and professional…

Human-Computer Interaction · Computer Science 2026-02-04 Bijean Ghafouri
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