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What does it mean for a machine to recognize beauty? While beauty remains a culturally and experientially compelling but philosophically elusive concept, deep learning systems increasingly appear capable of modeling aesthetic judgment. In…

Computers and Society · Computer Science 2026-03-18 Alexander Michael Rusnak

We introduce the Neural State Machine, seeking to bridge the gap between the neural and symbolic views of AI and integrate their complementary strengths for the task of visual reasoning. Given an image, we first predict a probabilistic…

Artificial Intelligence · Computer Science 2019-11-26 Drew A. Hudson , Christopher D. Manning

The recent advances of AI technology, particularly in AI-Generated Content (AIGC), have enabled everyone to easily generate beautiful paintings with simple text description. With the stunning quality of AI paintings, it is widely questioned…

Human-Computer Interaction · Computer Science 2024-02-23 Yilin Ye , Rong Huang , Kang Zhang , Wei Zeng

The cognitive framework of conceptual spaces bridges the gap between symbolic and subsymbolic AI by proposing an intermediate conceptual layer where knowledge is represented geometrically. There are two main approaches for obtaining the…

Machine Learning · Computer Science 2019-08-08 Lucas Bechberger , Elektra Kypridemou

Generative AIs produce creative outputs in the style of human expression. We argue that encounters with the outputs of modern generative AI models are mediated by the same kinds of aesthetic judgments that organize our interactions with…

Computers and Society · Computer Science 2023-09-25 Jessica Hullman , Ari Holtzman , Andrew Gelman

Just as other disciplines, the humanities explore how computational research approaches and tools can meaningfully contribute to scholarly knowledge production. We approach the design of computational tools through the analytical lens of…

Human-Computer Interaction · Computer Science 2023-06-23 Katrin Glinka , Claudia Müller-Birn

This paper describes the application of artificial intelligence to the creation of digital art. AI is a computational paradigm that codifies intelligence into machines. There are generally three types of artificial intelligence and these…

Artificial Intelligence · Computer Science 2018-07-24 Bo Xing , Tshilidzi Marwala

The integration of generative AI in visual art has revolutionized not only how visual content is created but also how AI interacts with and reflects the underlying domain knowledge. This survey explores the emerging realm of diffusion-based…

Artificial Intelligence · Computer Science 2024-08-23 Bingyuan Wang , Qifeng Chen , Zeyu Wang

Recently, a number of articles have argued that deep learning models such as GPT could also capture key aspects of language processing in the human mind and brain. However, I will argue that these models are not suitable as neural models of…

Computation and Language · Computer Science 2022-10-20 Frank van der Velde

Over the past year, the emergence of advanced text-to-image Generative AI models has significantly impacted the art world, challenging traditional notions of creativity and the role of artists. This study explores how artists interact with…

Human-Computer Interaction · Computer Science 2024-05-01 Yixuan Li , Dan C. Baciu , Marcos Novak , George Legrady

Robots extend beyond the tools of productivity; they also contribute to creativity. While typically defined as utility-driven technologies designed for productive or social settings, the role of robots in creative settings remains…

Human-Computer Interaction · Computer Science 2025-02-18 Yigang Qin , Yanheng Li , EunJeong Cheon

Complex systems show how surprising and beautiful phenomena can emerge from structures or agents following simple rules. With the recent success of deep reinforcement learning (RL), a natural path forward would be to use the capabilities of…

Multiagent Systems · Computer Science 2021-11-30 Ted Fujimoto

Autonomous robots need to be able to adapt to unforeseen situations and to acquire new skills through trial and error. Reinforcement learning in principle offers a suitable methodological framework for this kind of autonomous learning.…

Robotics · Computer Science 2016-08-02 Nikolas J. Hemion

Assessing artistic creativity has long challenged researchers, with traditional methods proving time-consuming. Recent studies have applied machine learning to evaluate creativity in drawings, but not paintings. Our research addresses this…

Computer Vision and Pattern Recognition · Computer Science 2025-01-03 Zhehan Zhang , Meihua Qian , Li Luo , Qianyi Gao , Xianyong Wang , Ripon Saha , Xinxin Song

Recently, the development of large-scale models has paved the way for various interdisciplinary research, including architecture. By using generative AI, we present a novel workflow that utilizes AI models to generate conceptual floorplans…

Computer Vision and Pattern Recognition · Computer Science 2024-04-01 Pengzhi Li , Baijuan Li , Zhiheng Li

To bridge the gap between artists and non-specialists, we present a unified framework, Neural-Polyptych, to facilitate the creation of expansive, high-resolution paintings by seamlessly incorporating interactive hand-drawn sketches with…

Computer Vision and Pattern Recognition · Computer Science 2025-04-14 Yiming Zhao , Dewen Guo , Zhouhui Lian , Yue Gao , Jianhong Han , Jie Feng , Guoping Wang , Bingfeng Zhou , Sheng Li

Can we derive computational metrics to quantify visual creativity in drawings across intelligent agents, while accounting for inherent differences in technical skill and style? To answer this, we curate a novel dataset consisting of 1338…

Human-Computer Interaction · Computer Science 2025-02-11 Surabhi S Nath , Guiomar del Cuvillo y Schröder , Claire E. Stevenson

The accumulation of adaptations in an open-ended manner during lifetime learning is a holy grail in reinforcement learning, intrinsic motivation, artificial curiosity, and developmental robotics. We present a specification for a cognitive…

Artificial Intelligence · Computer Science 2013-03-29 Chrisantha Fernando , Vera Vasas

The reciprocal impact of applied neuroscience and cognitive studies on humanities has been extensive and growing over the past 30 years of research. Studies on neuroaesthetics have provided novel insights in visual arts, music as well as…

Neurons and Cognition · Quantitative Biology 2019-04-16 Ali-Mohammad Kamali , Mohammad Taghi Najafi , Mohammad Nami

This paper investigates the prospect of developing human-interpretable, explainable artificial intelligence (AI) systems based on active inference and the free energy principle. We first provide a brief overview of active inference, and in…