4 papers
Differentially Private Synthetic Data via Generalized Moment Matching
Rundong Ding, Yiyun He, Yizhe Zhu
We study -differentially private synthetic data for arbitrary databases of records in under a specified integral probability metric (IPM). We introd…
Long-time asymptotics for Airy wanderer line ensembles
Alexander Clay, Evgeni Dimitrov, Rundong Ding +1
We investigate the long-time behavior of the Airy wanderer line ensembles, an infinite-parameter family of Brownian Gibbsian line ensembles arising as edge-scaling limits of inhomo…
Minimax optimal differentially private synthetic data for smooth queries
Rundong Ding, Yiyun He, Yizhe Zhu
Differentially private synthetic data enables the sharing and analysis of sensitive datasets while providing rigorous privacy guarantees for individual contributors. A central chal…
HNCI: High-Dimensional Network Causal Inference
Wenqin Du, Rundong Ding, Yingying Fan +1
The problem of evaluating the effectiveness of a treatment or policy commonly appears in causal inference applications under network interference. In this paper, we suggest the new…