Publications

Emmanouil Karystinaios (2024). Symbolic Music Analysis with Graph Neural Networks. PhD Thesis at JKU.

Emmanouil Karystinaios, Gerhard Widmer (2024). GraphMuse: A Library for Symbolic Music Graph Processing. In ISMIR.

Francesco Foscarin, Emmanouil Karystinaios, Eita Nakamura, Gerhard Widmer (2024). Cluster and Separate: a GNN Approach to Voice and Staff Prediction for Score Engraving. In ISMIR.

Emmanouil Karystinaios, Francesco Foscarin, Gerhard Widmer (2024). SMUG-Explain: A Framework for Symbolic Music Graph Explanations. In SMC.

Emmanouil Karystinaios, Francesco Foscarin, Gerhard Widmer (2024). Perception-Inspired Graph Convolution for Music Understanding Tasks. In IJCAI.

Huan Zhang, Emmanouil Karystinaios, Simon Dixon, Gerhard Widmer, Carlos Canchino Chacon (2023). Symbolic Music Representations for Classification Tasks: A Systematic Evaluation. In ISMIR.

PDF Code Poster

Emmanouil Karystinaios, Gerhard Widmer (2023). Roman Numeral Analysis with Graph Neural Networks: Onset-wise Predictions from Note-wise Features. In ISMIR.

Emmanouil Karystinaios, Francesco Foscarin, Florent Jacquemard, Masahiko Sakai, Satoshi Tojo, Gerhard Widmer (2023). 8+8=4: Formalizing Time Units to Handle Symbolic Music Durations. In CMMR 2023.

Silvan Peter, Carlos Cancino-Chacón, Francesco Foscarin, Andrew Philip McLeod, Florian Henkel, Emmanouil Karystinaios, Gerhard Widmer (2023). Automatic Note-Level Score-to-Performance Alignments in the ASAP Dataset. In TISMIR.

Carlos Cancino-Chacón, Silvan Peter, Patricia Hu, Emmanouil Karystinaios, Florian Henkel, Francesco Foscarin, Nimrod Varga, Gerhard Widmer (2023). The ACCompanion: Combining Reactivity, Robustness, and Musical Expressivity in an Automatic Piano Accompanist. In IJCAI.

Emmanouil Karystinaios, Francesco Foscarin, Gerhard Widmer (2023). Musical Voice Separation as Link Prediction: Modeling a Musical Perception Task as a Multi-Trajectory Tracking Problem. In IJCAI.

Emmanouil Karystinaios, Gerhard Widmer (2022). Cadence Detection in Symbolic Classical Music using Graph Neural Networks. In ISMIR.

Code Dataset DOI

Francesco Foscarin, Emmanouil Karystinaios, Silvan Peter, Carlos Canchino Chacon, Maarten Grachten, Gerhard Widmer (2022). The match file format: Encoding Alignments between Scores and Performances. In MEC.

PDF Source Document DOI

Carlos Canchino Chacon, Silvan Peter, Emmanouil Karystinaios, Francesco Foscarin, Maarten Grachten, Gerhard Widmer (2022). partitura: A Python Package for Handling Symbolic Musical Data. In MEC.

Carlos Canchino Chacon, Silvan Peter, Emmanouil Karystinaios, Gerhard Widmer (2022). Towards Quantifying Differences in Expressive Piano Performances: Are Euclidean-like Distance Measures Enough?. In RPPW2021.

Emmanouil Karystinaios, Corentin Guichaoua, Moreno Andreatta, Louis Bigo, Isabelle Bloch (2020). Music genre descriptor for classification based on Tonnetz trajectories. In JIM.