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The term co-creativity has been used to describe a wide variety of human-AI assemblages in which human and AI are both involved in a creative endeavor. In order to assist with disambiguating research efforts, we present an ontology of…

Artificial Intelligence · Computer Science 2023-10-12 Zhiyu Lin , Mark Riedl

In level co-creation an AI and human work together to create a video game level. One open challenge in level co-creation is how to empower human users to ensure particular qualities of the final level, such as challenge. There has been…

Artificial Intelligence · Computer Science 2019-11-22 Andrew Hoyt , Matthew Guzdial , Yalini Kumar , Gillian Smith , Mark O. Riedl

Creativity, a process that generates novel and meaningful ideas, involves increased association between task-positive (control) and task-negative (default) networks in the human brain. Inspired by this seminal finding, in this study we…

Artificial Intelligence · Computer Science 2020-04-24 Payel Das , Brian Quanz , Pin-Yu Chen , Jae-wook Ahn , Dhruv Shah

People are remarkably capable of generating their own goals, beginning with child's play and continuing into adulthood. Despite considerable empirical and computational work on goals and goal-oriented behavior, models are still far from…

Artificial Intelligence · Computer Science 2025-05-20 Guy Davidson , Graham Todd , Julian Togelius , Todd M. Gureckis , Brenden M. Lake

New methods and technologies for engaging future users and other stakeholders in participatory (design) processes are being developed and proposed. Increasingly, researchers refer to co-creation in order to capture such approaches. However,…

Human-Computer Interaction · Computer Science 2021-11-09 Juliane Jarke , Gabriela Molina León , Irina Zakharova , Hendrik Heuer , Ulrike Gerhard

We propose a new form of human-machine interaction. It is a pictorial game consisting of interactive rounds of creation between artists and a machine. They repetitively paint one after the other. At its rounds, the computer partially…

Graphics · Computer Science 2021-02-16 Vivien Cabannes , Thomas Kerdreux , Louis Thiry , Tina Campana , Charly Ferrandes

Quality and diversity have been proposed as reasonable heuristics for assessing content generated by co-creative systems, but to date there has been little agreement around what constitutes the latter or how to measure it. Proposed…

Computer Vision and Pattern Recognition · Computer Science 2024-03-22 Francisco Ibarrola , Kazjon Grace

This paper presents a speculation on a fictive co-creation scenario that extends classical interaction patterns with generative models. While existing interfaces are restricted to the input and output layers, we suggest hidden layer…

Human-Computer Interaction · Computer Science 2023-04-28 Imke Grabe , Jichen Zhu

Machine-learning excels in many areas with well-defined goals. However, a clear goal is usually not available in art forms, such as photography. The success of a photograph is measured by its aesthetic value, a very subjective concept. This…

Computer Vision and Pattern Recognition · Computer Science 2017-07-13 Hui Fang , Meng Zhang

Computer system creativity is a key step on the pathway to artificial general intelligence (AGI). It is elusive, however, due to the fact that human creativity is not fully understood and, thus, it is difficult to develop this capability in…

Artificial Intelligence · Computer Science 2024-09-05 Jeremy Straub , Zach Johnson

We propose a flexible, co-creative framework bringing together multiple machine learning techniques to assist human users to efficiently produce effective creative designs. We demonstrate its potential with a perfume bottle design case…

Human-Computer Interaction · Computer Science 2020-01-27 Brian Quanz , Wei Sun , Ajay Deshpande , Dhruv Shah , Jae-eun Park

During the last decade, scholars have studied the behavior of decision-making in newsvendor settings and have identified numerous behavior patterns for deviating from normative behavior. However, there is a dearth of research which have…

Physics and Society · Physics 2025-02-07 Kuldeep Singh , Sumanth Cheemalapati , George Kurian , Prathamesh Muzumdar

Human-defined creativity is highly abstract, posing a challenge for multimodal large language models (MLLMs) to comprehend and assess creativity that aligns with human judgments. The absence of an existing benchmark further exacerbates this…

We present Lode Encoder, a gamified mixed-initiative level creation system for the classic platform-puzzle game Lode Runner. The system is built around several autoencoders which are trained on sets of Lode Runner levels. When fed with the…

Machine Learning · Computer Science 2023-08-03 Debosmita Bhaumik , Ahmed Khalifa , Julian Togelius

In games, as in and many other domains, design validation and testing is a huge challenge as systems are growing in size and manual testing is becoming infeasible. This paper proposes a new approach to automated game validation and testing.…

Software Engineering · Computer Science 2022-08-22 Alessandro Sestini , Joakim Bergdahl , Konrad Tollmar , Andrew D. Bagdanov , Linus Gisslén

The topic of Co-creation, i.e., AI agents interacting with humans to generate outputs (e.g., art), has gained significant attention recently. However, most studies focus on adult-human interactions in a digital setting. This paper explores…

Artificial Intelligence · Computer Science 2026-05-29 Arturo Valdivia , Paolo Burelli

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-Computer Interaction · Computer Science 2025-07-25 Zhangqi Liu

Artificial Intelligence holds significant potential to enhance human creativity. However, achieving this vision requires a clearer understanding of how such enhancement can be effectively realized. Drawing on a relational and distributed…

Human-Computer Interaction · Computer Science 2025-06-17 Andrea Gaggioli , Sabrina Bartolotta , Andrea Ubaldi , Katusha Gerardini , Eleonora Diletta Sarcinella , Alice Chirico

We attempt to automate various artistic processes by inventing a set of drawing games, analogous to the approach taken by emergent language research in inventing communication games. A critical difference is that drawing games demand much…

Artificial Intelligence · Computer Science 2020-12-11 Chrisantha Fernando , Daria Zenkova , Stanislav Nikolov , Simon Osindero

This paper describes the AI Drawing Partner, which is a co-creative drawing agent that also serves as a research platform to model co-creation. The AI Drawing Partner is an early example of a quantified co-creative AI system that…

Human-Computer Interaction · Computer Science 2025-01-14 Nicholas Davis , Janet Rafner