Embodied Exploration of Latent Spaces and Explainable AI
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arXiv
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| Main Authors: | , , , , |
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866914978525609984 |
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| 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 |