PinnedEmmanouil KarystinaiosinTowards Data ScienceGraphMuse: A Python Library for Symbolic Music Graph ProcessingYes, music and graphs do mix!Oct 174Oct 174
PinnedEmmanouil KarystinaiosinTowards Data SciencePerception-Inspired Graph Convolution for Music Understanding TasksThis article discusses MusGConv, a perception-inspired graph convolution block for symbolic musical applications.Jul 91Jul 91
Emmanouil KarystinaiosinTowards Data ScienceVoice and Staff Separation in Symbolic Piano Music with GNNsThis post covers my recent paper Cluster and Separate: A GNN Approach to Voice and Staff Prediction for Score Engraving published at ISMIR…Oct 27Oct 27
Emmanouil KarystinaiosFrom Notes to Insights: Visualizing Graph Neural Network Explanations with SMUG-ExplainDiscover SMUG-Explain, a framework that makes GNNs in music interpretable and explore its applications in cadence detection and…Jun 24Jun 24
Emmanouil KarystinaiosinTowards Data ScienceRoman Numeral Analysis with Graph Neural NetworksAn Introductory GuideOct 24, 20231Oct 24, 20231