Shubhr SinghPhD StudentEmail: s.shubhr@qmul.ac.ukRoom Number: Engineering, Eng 403Website: https://shubhrsingh22.github.io/ProfileTeachingProfileProject Title: Advancing Audio Classification with Graph Neural Networks Abstract: This project focuses on the innovative use of graph neural networks (GNNs) for audio-based applications, particularly in the realms of classification and tagging. By integrating GNNs, this research explores an alternative approach to conventional deep learning techniques, leveraging the inherent strengths of graph-based data processing. The primary objective is to harness GNNs to incorporate structured prior knowledge, thereby facilitating more sophisticated and robust representation learning of audio data.TeachingTeaching Fellow – Music Informatics (postgraduate) Demonstrator – Artificial Intelligence, Deep learning for audio and musicResearch