Knowledge-guided EEG Representation Learning

A Kommineni, K Avramidis, R Leahy… - arXiv preprint arXiv …, 2024 - arxiv.org
Self-supervised learning has produced impressive results in multimedia domains of audio,
vision and speech. This paradigm is equally, if not more, relevant for the domain of …

Joint-Embedding Masked Autoencoder for Self-supervised Learning of Dynamic Functional Connectivity from the Human Brain

J Choi, H Lee, BH Kim, J Lee - arXiv preprint arXiv:2403.06432, 2024 - arxiv.org
Graph Neural Networks (GNNs) have shown promise in learning dynamic functional
connectivity for distinguishing phenotypes from human brain networks. However, obtaining …