Multi-label Node Classification On Graph-Structured Data

arXiv:2304.10398v4 Announce Type: replace
Abstract: Graph Neural Networks (GNNs) have shown state-of-the-art improvements in node classification tasks on graphs. While these improvements have been largely demonstrated in a multi-class classification scenario, a more general and realistic scenario in which each node could have multiple labels has so far received little attention. The first challenge in conducting focused studies on multi-label node classification is the limited number of publicly available multi-label graph datasets. Therefore, as our first contribution, we collect and …

arxiv classification cs.lg data graph node structured data type