3 papers
physics.soc-ph2026
A Blue Start: A large-scale pairwise and higher-order social network dataset
Alyssa Smith, Ilya Amburg, Sagar Kumar +2
Large-scale networks have been instrumental in shaping how we think about social systems, and have undergirded many foundational results in mathematical epidemiology, computational…
cs.LG2025
HyperMagNet: A Magnetic Laplacian based Hypergraph Neural Network
Tatyana Benko, Martin Buck, Ilya Amburg +2
In data science, hypergraphs are natural models for data exhibiting multi-way relations, whereas graphs only capture pairwise. Nonetheless, many proposed hypergraph neural networks…
cs.DM2024
Retrieving Top-k Hyperedge Triplets: Models and Applications
Jason Niu, Ilya D. Amburg, Sinan G. Aksoy +1
Complex systems frequently exhibit multi-way, rather than pairwise, interactions. These group interactions cannot be faithfully modeled as collections of pairwise interactions usin…