3 papers
cs.LG2025
Enhancing Graph Representations with Neighborhood-Contextualized Message-Passing
Brian Godwin Lim, Galvin Brice Lim, Renzo Roel Tan +2
Graph neural networks (GNNs) have become an indispensable tool for analyzing relational data. Classical GNNs are broadly classified into three variants: convolutional, attentional,…
cs.LG2025
AGTCNet: A Graph-Temporal Approach for Principled Motor Imagery EEG Classification
Galvin Brice S. Lim, Brian Godwin S. Lim, Argel A. Bandala +3
Brain-computer interface (BCI) technology utilizing electroencephalography (EEG) marks a transformative innovation, empowering motor-impaired individuals to engage with their envir…
cs.LG2024
Contextualized Messages Boost Graph Representations
Brian Godwin Lim, Galvin Brice Sy Lim, Renzo Roel Tan +1
Graph neural networks (GNNs) have gained significant attention in recent years for their ability to process data that may be represented as graphs. This has prompted several studie…