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Exploratory Study Of Human-AI Interaction For Hindustani Music

arXiv 2411.13846 ↗First posted 21 Nov 2024cs.HC cs.AIcited by 0

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Abstract (arXiv)

This paper presents a study of participants interacting with and using GaMaDHaNi, a novel hierarchical generative model for Hindustani vocal contours. To explore possible use cases in human-AI interaction, we conducted a user study with three participants, each engaging with the model through three predefined interaction modes. Although this study was conducted "in the wild"- with the model unadapted for the shift from the training data to real-world interaction - we use it as a pilot to better understand the expectations, reactions, and preferences of practicing musicians when engaging with such a model. We note their challenges as (1) the lack of restrictions in model output, and (2) the incoherence of model output. We situate these challenges in the context of Hindustani music and aim to suggest future directions for the model design to address these gaps.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 12 of its 31 references that are in the map. First posted on arXiv 21 Nov 2024.

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References · 12

  1. 2020Language Models are Few-Shot Learnerscited by 32,199
  2. 2022Classifier-Free Diffusion Guidancecited by 5,717
  3. 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,466
  4. 2021SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equationscited by 1,903
  5. 2020Jukebox: A Generative Model for Musiccited by 535
  6. 2019Gradio: Hassle-Free Sharing and Testing of ML Models in the Wildcited by 176
  7. 2023Music ControlNet: Multiple Time-varying Controls for Music Generationcited by 82
  8. 2023Iterative α-(de)Blending: a Minimalist Deterministic Diffusion Modelcited by 46
  9. 2019Counterpoint by Convolutioncited by 42
  10. 2017Latent Constraints: Learning to Generate Conditionally from Unconditional Generative Modelscited by 39
  11. 2023Continuous descriptor-based control for deep audio synthesiscited by 3
  12. 2024Hierarchical Generative Modeling of Melodic Vocal Contours in Hindustani Classical Musiccited by 1

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