Research Catalogue

This exposition reflects on how machine learning can be integrated with algorithmic composition and live coding to expand digital music creation. The research examines how ML-driven sound analysis, training data, and interactive models reshape compositional workflows. By viewing machine learning as an interpretative and generative process rather than a mere tool, this project challenges conventional boundaries between data gathering, system design, and artistic practice. The discussion is framed through experimental approaches that merge sound synthesis, live coding, and model training, questioning how algorithmic systems can act as both agents of composition and reflective mirrors of musical intention. Through the interplay of structured data, generative models, and exploratory workflows, the study situates machine learning within a broader conversation about creativity, computation, and the evolving role of the composer-programmer.

Anatomy of Loss: An exposition

Building-Sound Compositions in (half-)public places: Starting from Graz, six vacant buildings in different European cities were researched as aural architectures and understood and experienced as an integral part of building-sound compositions. Techniques and strategies ​​were developed how sound art can react systematically to site-specific architectual conditions or how these environmental acoustic characteristics can become part of a previously non-existent composition.

Russia’s war of aggression is a multidimensional process of conquest that expands its time and space through sound. As Russian forces continue their advance into Ukraine, seizing Ukrainian territories both “horizontally” and “vertically,” as warfare scholar Svitlana Matviyenko (2024) has argued, Ukrainians across the country find themselves living in the sonic expanse of Russian assault. This research paper refers to this experience as one of warbound, of a (sonically) lived relation to war. To explore this relation and situated relationality it may entail, I turn to the work of Ukrainian sound artists and practitioners who participated in collective audio streaming, seeking to recast the Ukrainian testimony of the Russian invasion as a contingent truth claim. The paper examines the 2022 iteration of the audio stream project Listen Live, constitutive to the Land To Return, Land To Care research-creation laboratory. The project is studied in the scope of its testimonial reach and activist pursuit, as well as its humanist and posthumanist performativity.

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