Leave-One-Out Neighborhood Smoothing for Graphons: Berry--Esseen Bounds, Confidence Intervals, and Edge-Wise No-Leakage Tuning

Behzad Aalipur, Rachel Kilby

We investigate entrywise uncertainty quantification in graphon models, where existing methods can achieve strong estimation guarantees but often lack tractable distributional theor…