Aug 26, 2026|New website
New website is up! It has better project tagging, although it is still populated in blog and press pages, and some issues in publications listing.
News
Mar 15, 2026|Docent Lecture
I am giving my docent lecture as the final step of my promotion to Associate Professor on March 20th, 2026 at 13:00 at the Analysen Room in the EDIT building, at Chalmers Johanneberg Campus.
Mar 01, 2026|Lecture
I am giving a tutorial on machine learning for sound and music computing at the workshop titled Anything but Text! on March 3-4, 2026 at Lineaus University in Växjö Sweden, organized by Dariah Sweden.
Jan 30, 2026|Event
Upcoming full day workshop The Culture Code. Register by February 4th, end of the day ->
Selected current projects
View all projectsRecent publications
View bibliographyARIA: A Diagnostic Framework for Music Training Data Attribution
Han, C., Panahi, A., and Tatar, K. 2026. ARIA: A Diagnostic Framework for Music Training Data Attribution. arXiv. arXiv:2605.16181 [cs.SD]. DOI:10.48550/arXiv.2605.16181.
Expanding the machine: Notating generative synthesis with a state-based representation and a navigable timbre space
Madaghiele, V., Lund, L., Holzer, D., Kelkar, T., Tatar, K., and Holzapfel, A. 2026. Expanding the machine: Notating generative synthesis with a state-based representation and a navigable timbre space. Organised Sound. DOI:10.1017/S1355771825100915.
Grounding Machine Creativity in Game Design Knowledge Representations: Empirical Probing of LLM-Based Executable Synthesis of Goal Playable Patterns under Structural Constraints
Liu, H. X. and Tatar, K. 2026. Grounding Machine Creativity in Game Design Knowledge Representations: Empirical Probing of LLM-Based Executable Synthesis of Goal Playable Patterns under Structural Constraints. arXiv. arXiv:2603.07101 [cs]. DOI:10.48550/arXiv.2603.07101.
Mage: Multi-Axis Evaluation of LLM-Generated Executable Game Scenes Beyond Compile-Pass Rate
Liu, H. X. and Tatar, K. 2026. Mage: Multi-Axis Evaluation of LLM-Generated Executable Game Scenes Beyond Compile-Pass Rate. arXiv. arXiv:2605.07342 [cs.LG]. DOI:10.48550/arXiv.2605.07342.