Multi-modal machine learning in engineering design: A review and future directions

B Song, R Zhou, F Ahmed - … of Computing and …, 2024 - asmedigitalcollection.asme.org
In the rapidly advancing field of multi-modal machine learning (MMML), the convergence of
multiple data modalities has the potential to reshape various applications. This paper …

An exploration of how creativity, functionality, and aesthetics are related in design

J Han, H Forbes, D Schaefer - Research in Engineering Design, 2021 - Springer
Creativity is considered to have a significant impact on the design process and its outcomes,
while aesthetics and functionality are considered key characteristics of products. A …

The effect of AI-based inspiration on human design ideation

J Kim, ML Maher - International Journal of Design Creativity and …, 2023 - Taylor & Francis
Computational co-creative systems in design allow users to collaborate with an AI partner on
open-ended creative tasks in the design process. Co-creative systems can enhance design …

Drawing with reframer: Emergence and control in co-creative ai

T Lawton, FJ Ibarrola, D Ventura, K Grace - Proceedings of the 28th …, 2023 - dl.acm.org
Over the past few years, rapid developments in AI have resulted in new models capable of
generating high-quality images and creative artefacts, most of which seek to fully automate …

A new method for training creativity: narrative as an alternative to divergent thinking

A Fletcher, M Benveniste - Annals of the New York Academy of …, 2022 - Wiley Online Library
Creativity is a major source of innovation, growth, adaptability, and psychological resilience,
making it a top priority of governments, global corporations, educational institutions, and …

Evaluating creativity in computational co-creative systems

P Karimi, K Grace, ML Maher, N Davis - arXiv preprint arXiv:1807.09886, 2018 - arxiv.org
This paper provides a framework for evaluating creativity in co-creative systems: those that
involve computer programs collaborating with human users on creative tasks. We situate co …

Perspectives on design creativity and innovation research: 10 years later

G Cascini, Y Nagai, GV Georgiev, J Zelaya… - … Journal of Design …, 2022 - Taylor & Francis
Ten years have passed since the preparation of the inaugural issue of the International
Journal of Design Creativity and Innovation (IJDCI). The editors at that time collected the …

Creative AI for HRI design explorations

M Hoggenmueller, ML Lupetti… - Companion of the 2023 …, 2023 - dl.acm.org
Design fixation, a phenomenon describing designers' adherence to pre-existing ideas or
concepts that constrain design outcomes, is particularly prevalent in human-robot interaction …

Towards machine learning as an enabler of computational creativity

D Mateja, A Heinzl - IEEE Transactions on Artificial Intelligence, 2021 - ieeexplore.ieee.org
Computational creativity composes a collection of activities that are capable of achieving or
simulating behaviors, which can be deemed creative. A frequently articulated criticism for …

[PDF][PDF] Evaluating Human-AI Interaction via Usability, User Experience and Acceptance Measures for MMM-C: A Creative AI System for Music Composition.

RB Tchemeube, J Ens, C Plut, P Pasquier, M Safi… - IJCAI, 2023 - ijcai.org
With the rise of artificial intelligence (AI), there has been increasing interest in human-AI co-
creation in a variety of artistic domains including music as AI-driven systems are frequently …