2 papers
stat.ML2026
Maximum Mean Discrepancy with Unequal Sample Sizes via Generalized U-Statistics
Aaron Wei, Milad Jalali, Danica J. Sutherland
Existing two-sample testing techniques, particularly those based on choosing a kernel for the Maximum Mean Discrepancy (MMD), often assume equal sample sizes from the two distribut…
stat.ML2026
Sequential Kernel-based Conditional Independence Testing via Adaptive Betting
Zheng He, Danica J. Sutherland
Testing conditional independence is fundamental yet intrinsically difficult: without additional assumptions, Type I error control is impossible in general. The "Model-X'' paradigm…