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Human creativity is often described as the mental process of combining associative elements into a new form, but emerging computational creativity algorithms may not operate in this manner. Here we develop an inverse problem formulation to…

人工智能 · 计算机科学 2020-10-15 Lav R. Varshney , Nazneen Fatema Rajani , Richard Socher

Social computing encompasses the mechanisms through which people interact with computational systems: crowdsourcing systems, ranking and recommendation systems, online prediction markets, citizen science projects, and collaboratively edited…

计算机与社会 · 计算机科学 2020-07-08 Yiling Chen , Arpita Ghosh , Michael Kearns , Tim Roughgarden , Jennifer Wortman Vaughan

We examine, analyze, and compare four representative creativity measures--perplexity, LLM-as-a-Judge, the Creativity Index (CI; measuring n-gram overlap with web corpora), and syntactic templates (detecting repetition of common…

计算与语言 · 计算机科学 2026-01-29 Li-Chun Lu , Miri Liu , Pin-Chun Lu , Yufei Tian , Shao-Hua Sun , Nanyun Peng

Creative processes are typically divided into three types: combinatorial, exploratory, and transformational. Here, we provide a graphical theory of transformational scientific creativity, synthesizing Boden's insight that transformational…

人工智能 · 计算机科学 2025-05-22 Samuel Schapiro , Jonah Black , Lav R. Varshney

Text-based personality computing (TPC) has gained many research interests in NLP. In this paper, we describe 15 challenges that we consider deserving the attention of the research community. These challenges are organized by the following…

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,…

人机交互 · 计算机科学 2021-11-09 Juliane Jarke , Gabriela Molina León , Irina Zakharova , Hendrik Heuer , Ulrike Gerhard

Large language models (LLMs) are increasingly shaping creative work and problem-solving; however, prior research suggests that they may diminish unassisted creativity. To address this tension, a coach-like LLM environment was developed that…

人机交互 · 计算机科学 2025-10-31 Alon Rosenbaum , Yigal David , Eran Kaufman , Gilad Ravid , Amit Ronen , Assaf Krebs

There are both benefits and drawbacks to creativity. In a social group it is not necessary for all members to be creative to benefit from creativity; some merely imitate or enjoy the fruits of others' creative efforts. What proportion…

人工智能 · 计算机科学 2009-11-13 Stefan Leijnen , Liane Gabora

Creativity is a complex phenomenon. When it comes to representing and assessing creativity, treating it as a single undifferentiated quantity would appear naive and underwhelming. In this work, we learn the \emph{first type-specific…

计算机视觉与模式识别 · 计算机科学 2025-11-26 Jiyeon Han , Ali Mahdavi-Amiri , Hao Zhang , Haedong Jeong

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

Creativity in visualisation design is essential for designers and data scientists who need to present data in innovative ways. It is often achieved through sketching or drafting low-fidelity prototypes. However, judging this innovation is…

人机交互 · 计算机科学 2024-09-04 Aron E Owen , Jonathan C Roberts

Scientific idea generation has been extensively studied in creativity theory and computational creativity research, providing valuable frameworks for understanding and implementing creative processes. However, recent work using Large…

人工智能 · 计算机科学 2025-02-18 Tianyang Gu , Jingjin Wang , Zhihao Zhang , HaoHong Li

Immersion in a creative task can be an intimate experience. It can feel like a mystery: intangible, inexplicable, and beyond the reach of science. However, science is making exciting headway into understanding creativity. While the mind of…

神经元与认知 · 定量生物学 2019-07-09 Alexandra Maland , Liane Gabora

In this article we describe our experiences with computational text analysis. We hope to achieve three primary goals. First, we aim to shed light on thorny issues not always at the forefront of discussions about computational text analysis…

计算与语言 · 计算机科学 2020-09-15 Dong Nguyen , Maria Liakata , Simon DeDeo , Jacob Eisenstein , David Mimno , Rebekah Tromble , Jane Winters

With the recognized crisis of credibility in scientific research, there is a growth of reproducibility studies in computer science, and although existing surveys have reviewed reproducibility from various perspectives, especially very…

软件工程 · 计算机科学 2023-12-19 José Armando Hernández , Miguel Colom

The reproduction and replication of reported scientific results is a hot topic within the academic community. The retraction of numerous studies from a wide range of disciplines, from climate science to bioscience, has drawn the focus of…

计算工程、金融与科学 · 计算机科学 2014-10-15 Tom Crick , Benjamin A. Hall , Samin Ishtiaq , Kenji Takeda

Simulation-based theory development has yielded powerful insights into collective performance by linking social structure to emergent outcomes, yet it has struggled to extend to collective creativity. Creativity is hard to capture purely at…

社会与信息网络 · 计算机科学 2026-02-04 Mirza Nayeem Ahmed , Raiyan Abdul Baten

Creativity is viewed as one of the most important skills in the context of future-of-work. In this paper, we explore how the dynamic (self-organizing) nature of social networks impacts the fostering of creative ideas. We run 6 trials…

社会与信息网络 · 计算机科学 2020-12-09 Raiyan Abdul Baten , Daryl Bagley , Ashely Tenesaca , Famous Clark , James P. Bagrow , Gourab Ghoshal , Mohammed Ehsan Hoque

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…

人工智能 · 计算机科学 2023-10-12 Zhiyu Lin , Mark Riedl

Creativity, i.e., the process of generating and developing fresh and original ideas or products that are useful or effective, is a valuable skill in a variety of domains. Creativity is called an essential 21st-century skill that should be…

信息检索 · 计算机科学 2022-10-13 Nasrin Shabani