HCAISDASSep 5, 2025

Exploring Situated Stabilities of a Rhythm Generation System through Variational Cross-Examination

arXiv:2509.05145v1h-index: 9AIMC
Originality Synthesis-oriented
AI Analysis

It addresses the problem of understanding how digital musical instruments adapt to different contexts for designers and researchers, but it is incremental as it applies an existing framework to a specific case.

The paper investigates GrooveTransformer, a real-time rhythm generation system, by applying Variational Cross-Examination (VCE) to analyze its deployment in three artistic contexts, identifying key factors like system invariants and collaboration that led to its versatility.

This paper investigates GrooveTransformer, a real-time rhythm generation system, through the postphenomenological framework of Variational Cross-Examination (VCE). By reflecting on its deployment across three distinct artistic contexts, we identify three stabilities: an autonomous drum accompaniment generator, a rhythmic control voltage sequencer in Eurorack format, and a rhythm driver for a harmonic accompaniment system. The versatility of its applications was not an explicit goal from the outset of the project. Thus, we ask: how did this multistability emerge? Through VCE, we identify three key contributors to its emergence: the affordances of system invariants, the interdisciplinary collaboration, and the situated nature of its development. We conclude by reflecting on the viability of VCE as a descriptive and analytical method for Digital Musical Instrument (DMI) design, emphasizing its value in uncovering how technologies mediate, co-shape, and are co-shaped by users and contexts.

Foundations

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