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Human collaboration with systems within the Computational Creativity (CC) field is often restricted to shallow interactions, where the creative processes, of systems and humans alike, are carried out in isolation, without any (or little)…

Human-Computer Interaction · Computer Science 2022-05-13 Maria Teresa Llano , Mark d'Inverno , Matthew Yee-King , Jon McCormack , Alon Ilsar , Alison Pease , Simon Colton

Generative AI is rapidly transforming how organizations create value and evaluate talent. While large language models enhance baseline output quality, they simultaneously introduce ambiguity in assessing human creativity, as observable…

Human-Computer Interaction · Computer Science 2026-04-23 Yigal Rosen , Ilia Rushkin

We examined the effectiveness of various human-AI collaboration designs on creative work. Through a human subjects experiment set in the context of creative writing, we found that while AI assistance improved productivity across all models,…

Human-Computer Interaction · Computer Science 2025-01-31 Kartik Hosanagar , Daehwan Ahn

How AI communicates with humans is crucial for effective human-AI co-creation. However, many existing co-creative AI tools cannot communicate effectively, limiting their potential as collaborators. This paper introduces our initial design…

Human-Computer Interaction · Computer Science 2025-04-04 Jeba Rezwana , Corey Ford

With recent advancements in AI and computational tools, intelligent paradigms have emerged to enhance fields like shared autonomy and human-machine teaming in healthcare. Advanced AI algorithms (e.g., reinforcement learning) can…

Human-Computer Interaction · Computer Science 2025-06-23 MH Farhadi , Ali Rabiee , Sima Ghafoori , Anna Cetera , Wei Xu , Reza Abiri

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…

Human-Computer Interaction · Computer Science 2025-11-25 Joana Rovira Martins , Pedro Martins , Ana Boavida

It is clear that the current attempts at using algorithms to create artificial neural networks have had mixed success at best when it comes to creating large networks and/or complex behavior. This should not be unexpected, as creating an…

Neural and Evolutionary Computing · Computer Science 2014-08-06 Sebastian Risi , Jinhong Zhang , Rasmus Taarnby , Peter Greve , Jan Piskur , Antonios Liapis , Julian Togelius

Generative AI is rapidly reshaping creative work, raising critical questions about its beneficiaries and societal implications. This study challenges prevailing assumptions by exploring how generative AI interacts with diverse forms of…

Human-Computer Interaction · Computer Science 2024-12-06 Meiling Huang , Ming Jin , Ning Li

This paper introduces LACE, a co-creative system enabling professional artists to leverage generative AI through controlled prompting and iterative refinement within Photoshop. Addressing challenges in precision, iterative coherence, and…

Human-Computer Interaction · Computer Science 2025-04-22 YenKai Huang , Zheng Ning , Ming Cheng

How can humans remain in control of artificial intelligence (AI)-based systems designed to perform tasks autonomously? Such systems are increasingly ubiquitous, creating benefits - but also undesirable situations where moral responsibility…

AI-based design tools are proliferating in professional software to assist engineering and industrial designers in complex manufacturing and design tasks. These tools take on more agentic roles than traditional computer-aided design tools…

Human-Computer Interaction · Computer Science 2023-03-02 Frederic Gmeiner , Humphrey Yang , Lining Yao , Kenneth Holstein , Nikolas Martelaro

This study adopts an integrated distributed cognition and regulation of learning perspective to examine the collaboration patterns and dynamics of human-AI collaboration when college students collaborating with AI for complex…

Human-Computer Interaction · Computer Science 2026-03-24 Zhanxin Hao , Xiaobo Liu , Jiaxin Fan , Yun Long , Jifan Yu , Wenli Chen , Yu Zhang

Background: Amid the opportunities and risks introduced by generative AI, learning research needs to envision how human minds and responsibilities should re-adapt as AI augments or automates various tasks and enters daily learning,…

Computers and Society · Computer Science 2026-04-29 Jianwei Zhang

It has been increasingly recognized that effective human-AI co-creation requires more than prompts and results, but an environment with empowering structures that facilitate exploration, planning, iteration, as well as control and…

Human-Computer Interaction · Computer Science 2025-03-07 Yining Cao , Yiyi Huang , Anh Truong , Hijung Valentina Shin , Haijun Xia

Data-driven algorithmic matching systems promise to help human decision makers make better matching decisions in a wide variety of high-stakes application domains, such as healthcare and social service provision. However, existing systems…

Machine Learning · Computer Science 2025-08-20 Adrian Arnaiz-Rodriguez , Nina Corvelo Benz , Suhas Thejaswi , Nuria Oliver , Manuel Gomez-Rodriguez

We describe a shared control methodology that can, without knowledge of the task, be used to improve a human's control of a dynamic system, be used as a training mechanism, and be used in conjunction with Imitation Learning to generate…

Robotics · Computer Science 2019-05-28 Alexander Broad , Todd Murphey , Brenna Argall

This position paper examines potential pitfalls on the way towards achieving human-AI co-creation with generative models in a way that is beneficial to the users' interests. In particular, we collected a set of nine potential pitfalls,…

Human-Computer Interaction · Computer Science 2021-04-02 Daniel Buschek , Lukas Mecke , Florian Lehmann , Hai Dang

The use of artificial intelligence (AI) in working environments with individuals, known as Human-AI Collaboration (HAIC), has become essential in a variety of domains, boosting decision-making, efficiency, and innovation. Despite HAIC's…

Human-Computer Interaction · Computer Science 2025-03-10 George Fragiadakis , Christos Diou , George Kousiouris , Mara Nikolaidou

Artificial Intelligence (AI) spreads quickly as new technologies and services take over modern society. The need to regulate AI design, development, and use is strictly necessary to avoid unethical and potentially dangerous consequences to…

Human-Computer Interaction · Computer Science 2025-11-19 Miriana Calvano , Antonio Curci , Giuseppe Desolda , Andrea Esposito , Rosa Lanzilotti , Antonio Piccinno

Game AI designers must manage complex interactions between the AI character, the game world, and the player, while achieving their design visions. Computational co-creativity tools can aid them, but first, AI and HCI researchers must gather…

Human-Computer Interaction · Computer Science 2021-07-30 Nathan Partlan , Erica Kleinman , Jim Howe , Sabbir Ahmad , Stacy Marsella , Magy Seif El-Nasr