Dorien Herremans

Dorien Herremans is a Belgian computer music researcher. Herremans is a tenured associate professor in the Singapore University of Technology and Design, and previously held a joint appointment at the Institute of High Performance Computing, A*STAR. She also works as a certified instructor for the NVIDIA Deep Learning Institute and is director of SUTD Game Lab. Before going to SUTD, she was a recipient of the Marie Sklodowska-Curie Postdoctoral Fellowship at the Centre for Digital Music (C4DM) at Queen Mary University of London, where she worked on the project ''MorpheuS: Hybrid Machine Learning – Optimization techniques To Generate Structured Music Through Morphing And Fusion''. She received her Ph.D. in Applied Economics on the topic of Computer Generation and Classification of Music through Operations Research Methods. She graduated as a commercial engineer in management information systems at the University of Antwerp in 2005. After that, she worked as a Drupal consultant and was an IT lecturer at the Les Roches University in Bluche, Switzerland. She also worked as a 'mandaatassistent' at the University of Antwerp, in the domain of operations management, supply chain management and operations research.

Herremans' work focuses on generative music AI, data mining for music classification (hit prediction) and other novel applications in the intersections of AI, machine learning/ optimization and music. She is a senior member of the IEEE. In 2021 she was nominated to the Singapore 100 Women in Technology list, and her Mustango: Controllable text-to-music Project won the SAIL Award Top 30 at the World Artificial Intelligence Conference in Shanghai in 2024.

Herremans' research on dance hit prediction, automatic piano fingering and AI automatic music generation systems (e.g. MorpheuS) has received attention in the popular press, including international magazines such as ''Motherboard'' from ''Vice'' magazine, Channel News Asia's Documentary ''Algorithms'' Episode 1: "Rage Against The Machine", ''The San Francisco Examiner'', Belgian national TV and Belgian and French national radio.

Selected publications

* Melechovsky, J., Guo, Z., Ghosal, D., Majumder, N., Herremans, D., & Poria, S. (2024). Mustango: Toward controllable text-to-music generation. ''Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL).'' Mexico City.
* Melechovsky, J., Roy, A., & Herremans, D. (2024). MidiCaps--A large-scale MIDI dataset with text captions. ''Proceedings of the International Society of Music Information Retrieval (ISMIR).'' San Francisco.
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References

{{DEFAULTSORT:Herremans, Dorien
1982 births
Living people
21st-century Belgian women
Belgian academics