Graph representation learning (GRL) has emerged as a pivotal field that has contributed significantly to breakthroughs in various fields, including biomedicine. The objective of this survey is to review the latest advancements in GRL methods and their applications in the biomedical field. We also highlight key challenges currently faced by GRL and outline potential directions for future research.

翻译：图表示学习已成为一个关键领域，为包括生物医学在内的多个领域突破做出了重要贡献。本综述旨在回顾图表示学习方法的最新进展及其在生物医学领域的应用，同时重点阐述当前图表示学习面临的主要挑战，并展望未来研究的潜在方向。