3 papers
cs.SI2026
Hypergraph Mining via Proximity Matrix
Junhao Bian, Yilin Bi, Tao Zhou
Hypergraphs serve as an effective tool widely adopted to characterize higher-order interactions in complex systems. The most intuitive and commonly used mathematical instrument for…
stat.OT2025
Domain matters: Towards domain-informed evaluation for link prediction
Yilin Bi, Junhao Bian, Shuyan Wan +2
Link prediction, a foundational task in complex network analysis, has extensive applications in critical scenarios such as social recommendation, drug target discovery, and knowled…
physics.soc-ph2024
Beyond Pairwise Interactions: Unveiling the Role of Higher-Order Interactions via Stepwise Reduction
Junhap Bian, Tao Zhou, Yilin Bi
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…