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Promoting creativity is considered an important goal of education, but creativity is notoriously hard to measure.In this paper, we make the journey fromdefining a formal measure of creativity that is efficientlycomputable to applying the…

人机交互 · 计算机科学 2022-11-11 Anastasia Kovalkov , Benjamin Paaßen , Avi Segal , Niels Pinkwart , Kobi Gal

Visual blends combine elements from two distinct visual concepts into a single, integrated image, with the goal of conveying ideas through imaginative and often thought-provoking visuals. Communicating abstract concepts through visual…

人机交互 · 计算机科学 2025-02-25 Zhida Sun , Zhenyao Zhang , Yue Zhang , Min Lu , Dani Lischinski , Daniel Cohen-Or , Hui Huang

Recent machine learning techniques can be modified to produce creative results. Those results did not exist before; it is not a trivial combination of the data which was fed into the machine learning system. The obtained results come in…

计算机视觉与模式识别 · 计算机科学 2016-01-15 Martin Thoma

Artificial intelligence is reshaping creative domains, yet its co-creative processes, especially in group settings with novice users, remain under explored. To bridge this gap, we conducted a case study in a college-level course where nine…

人机交互 · 计算机科学 2025-06-25 Yue Fu , Michele Newman , Lewis Going , Qiuzi Feng , Jin Ha Lee

Text-to-level generation aims to translate natural language descriptions into structured game levels, enabling intuitive control over procedural content generation. While prior text-to-level generators are typically limited to a single game…

人工智能 · 计算机科学 2026-04-01 In-Chang Baek , Jiyun Jung , Geum-Hwan Hwang , Sung-Hyun Kim , Kyung-Joong Kim

We explore the intersection of human and machine creativity by generating sculptural objects through machine learning. This research raises questions about both the technical details of automatic art generation and the interaction between…

机器学习 · 计算机科学 2019-08-22 Songwei Ge , Austin Dill , Eunsu Kang , Chun-Liang Li , Lingyao Zhang , Manzil Zaheer , Barnabas Poczos

Large language models (LLMs) have taken the scientific world by storm, changing the landscape of natural language processing and human-computer interaction. These powerful tools can answer complex questions and, surprisingly, perform…

人工智能 · 计算机科学 2023-11-14 Pier Luca Lanzi , Daniele Loiacono

What does it mean to create a new concept, rather than retrieve a familiar one? Repeatedly sampling a generative model at the same prompt produces variations with similar styles and typical content. We propose that creativity is the…

机器学习 · 计算机科学 2026-05-19 Mengye Ren

Systems with both language comprehension and generation capabilities can benefit from the tight connection between the two. This work studies coupling comprehension and generation with focus on continually learning from interaction with…

计算与语言 · 计算机科学 2024-08-29 Mustafa Omer Gul , Yoav Artzi

DeepMind Lab is a first-person 3D game platform designed for research and development of general artificial intelligence and machine learning systems. DeepMind Lab can be used to study how autonomous artificial agents may learn complex…

The increasing use of complex machine learning models in education has led to concerns about their interpretability, which in turn has spurred interest in developing explainability techniques that are both faithful to the model's inner…

机器学习 · 计算机科学 2025-05-13 Juan D. Pinto , Luc Paquette

In this study, we investigate how a robot can generate novel and creative actions from its own experience of learning basic actions. Inspired by a machine learning approach to computational creativity, we propose a dynamic neural network…

机器人学 · 计算机科学 2018-05-16 Jungsik Hwang , Jun Tani

There is a growing recognition that artists use valuable ways to understand and work with cognitive and perceptual mechanisms to convey desired experiences and narrative in their created artworks (DiPaola et al., 2010; Zeki, 2001). This…

人工智能 · 计算机科学 2020-09-14 Ozge Nilay Yalcin , Nouf Abukhodair , Steve DiPaola

Human beings use compositionality to generalise from past experiences to novel experiences. We assume a separation of our experiences into fundamental atomic components that can be recombined in novel ways to support our ability to engage…

计算与语言 · 计算机科学 2023-12-20 Kevin Denamganaï , Sondess Missaoui , James Alfred Walker

Creative image generation has emerged as a compelling area of research, driven by the need to produce novel and high-quality images that expand the boundaries of imagination. In this work, we propose a novel framework for creative…

计算机视觉与模式识别 · 计算机科学 2026-02-04 Kunpeng Song , Ahmed Elgammal

Much work has been done in understanding human creativity and defining measures to evaluate creativity. This is necessary mainly for the reason of having an objective and automatic way of quantifying creative artifacts. In this work, we…

机器学习 · 计算机科学 2017-07-19 Disha Shrivastava , Saneem Ahmed CG , Anirban Laha , Karthik Sankaranarayanan

Generative AI has greatly transformed creative work in various domains, such as screenwriting. To understand this transformation, prior research often focused on capturing a snapshot of human-AI co-creation practice at a specific moment,…

人机交互 · 计算机科学 2026-02-09 Yuying Tang , Jiayi Zhou , Haotian Li , Xing Xie , Xiaojuan Ma , Huamin Qu

We examine two recent artificial intelligence (AI) based deep learning algorithms for visual blending in convolutional neural networks (Mordvintsev et al. 2015, Gatys et al. 2015). To investigate the potential value of these algorithms as…

神经与进化计算 · 计算机科学 2019-07-17 Graeme McCaig , Steve DiPaola , Liane Gabora

Assessing artistic creativity is foundational to creativity research and arts education, yet manual scoring (e.g., Torrance Tests of Creative Thinking) is labor-intensive at scale. Prior machine-learning approaches show promise for visual…

计算机视觉与模式识别 · 计算机科学 2026-02-17 Zhehan Zhang , Meihua Qian , Li Luo , Siyu Huang , Chaoyi Zhou , Ripon Saha , Xinxin Song

Computational creativity is an emerging branch of artificial intelligence that places computers in the center of the creative process. Broadly, creativity involves a generative step to produce many ideas and a selective step to determine…

计算机与社会 · 计算机科学 2013-11-07 Lav R. Varshney , Florian Pinel , Kush R. Varshney , Debarun Bhattacharjya , Angela Schoergendorfer , Yi-Min Chee