MindMelody: EEG-Driven Personalized Music Intervention System
MindMelody is a closed-loop real-time system for EEG-driven personalized music intervention. It uses a hybrid Transformer-GNN to decode EEG signals into Valence-Arousal states and temporal affect trajectories, then employs Retrieval-Augmented Generation to produce music. The system addresses paired-data scarcity and lack of interpretability in EEG-to-music mapping. It targets mental health conditions as a non-invasive, cost-effective modality for emotion regulation and stress relief, overcoming limitations of static music services that fail to adapt to instantaneous psychological states.
Key facts
- MindMelody is a closed-loop real-time system for EEG-driven personalized music intervention.
- It uses a hybrid Transformer-GNN to decode EEG signals into Valence-Arousal states and temporal affect trajectories.
- The system employs Retrieval-Augmented Generation for music production.
- It addresses paired-data scarcity and lack of interpretability in EEG-to-music mapping.
- The system targets mental health conditions as a non-invasive, cost-effective modality.
- It aims to overcome limitations of static music services that fail to adapt to instantaneous psychological states.
- The system is designed for emotion regulation and psychological stress relief.
- The source is a preprint on arXiv (2605.01235).
Entities
Institutions
- arXiv