Inconsistency among evaluation metrics in link prediction

Y Bi, X Jiao, YL Lee, T Zhou - PNAS nexus, 2024 - academic.oup.com
Link prediction is a paradigmatic and challenging problem in network science, which aims to
predict missing links, future links and temporal links based on known topology. Along with …

Beyond Pairwise Interactions: Unveiling the Role of Higher-Order Interactions via Stepwise Reduction

J Bian, T Zhou, Y Bi - arxiv preprint arxiv:2411.05685, 2024 - arxiv.org
Complex systems, such as economic, social, biological, and ecological systems, usually
feature interactions not only between pairwise entities but also among three or more entities …