Embodied Exploration of Latent Spaces and Explainable AI

Fuente: arXiv
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Main Authors: Wilson, Elizabeth, Satomi, Mika, McLean, Alex, Schubert, Deva, Gonzalez, Juan Felipe Amaya
Format: Preprint
Published: 2024
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_version_ 1866914978525609984
author Wilson, Elizabeth
Satomi, Mika
McLean, Alex
Schubert, Deva
Gonzalez, Juan Felipe Amaya
author_facet Wilson, Elizabeth
Satomi, Mika
McLean, Alex
Schubert, Deva
Gonzalez, Juan Felipe Amaya
contents In this paper, we explore how performers' embodied interactions with a Neural Audio Synthesis model allow the exploration of the latent space of such a model, mediated through movements sensed by e-textiles. We provide background and context for the performance, highlighting the potential of embodied practices to contribute to developing explainable AI systems. By integrating various artistic domains with explainable AI principles, our interdisciplinary exploration contributes to the discourse on art, embodiment, and AI, offering insights into intuitive approaches found through bodily expression.
format Preprint
id arxiv_https___arxiv_org_abs_2410_14590
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Embodied Exploration of Latent Spaces and Explainable AI
Wilson, Elizabeth
Satomi, Mika
McLean, Alex
Schubert, Deva
Gonzalez, Juan Felipe Amaya
Sound
Computers and Society
Human-Computer Interaction
Audio and Speech Processing
H.5.5
In this paper, we explore how performers' embodied interactions with a Neural Audio Synthesis model allow the exploration of the latent space of such a model, mediated through movements sensed by e-textiles. We provide background and context for the performance, highlighting the potential of embodied practices to contribute to developing explainable AI systems. By integrating various artistic domains with explainable AI principles, our interdisciplinary exploration contributes to the discourse on art, embodiment, and AI, offering insights into intuitive approaches found through bodily expression.
title Embodied Exploration of Latent Spaces and Explainable AI
topic Sound
Computers and Society
Human-Computer Interaction
Audio and Speech Processing
H.5.5
url https://arxiv.org/abs/2410.14590