3 papers
stat.ME2026
Multivariate Inference of Network Moments by Subsampling
Mingyu Qi, Chen-Wei Hua, Tianxi Li +1
Network moments--rescaled counts of motifs such as stars and triangles--are fundamental summaries of network structure, widely used in goodness-of-fit testing, model selection, and…
stat.ML2026
GRAND: Graph Release with Assured Node Differential Privacy
Suqing Liu, Xuan Bi, Tianxi Li
Differential privacy is a well-established framework for safeguarding sensitive information in data. While extensively applied across various domains, its application to network da…
stat.ME2025
Perturbation-Robust Predictive Modeling of Social Effects by Network Subspace Generalized Linear Models
Jianxiang Wang, Can M. Le, Tianxi Li
Network-linked data, where multivariate observations are interconnected by a network, are becoming increasingly prevalent in fields such as sociology and biology. These data often…