3 papers
cs.LG2025
An Active Diffusion Neural Network for Graphs
Mengying Jiang
The analogy to heat diffusion has enhanced our understanding of information flow in graphs and inspired the development of Graph Neural Networks (GNNs). However, most diffusion-bas…
cs.SI2025
Constructing and Sampling Directed Graphs with Linearly Rescaled Degree Matrices
Yunxiang Yan, Meng Jiang
In recent years, many large directed networks such as online social networks are collected with the help of powerful data engineering and data storage techniques. Analyses of such…
q-bio.MN2023
Current and future directions in network biology
Marinka Zitnik, Michelle M. Li, Aydin Wells +34
Network biology is an interdisciplinary field bridging computational and biological sciences that has proved pivotal in advancing the understanding of cellular functions and diseas…