Rohan Hore

One-shot Conditional Sampling: MMD meets Nearest Neighbors

How can we generate samples from a conditional distribution that we never fully observe? This question arises across a broad range of applications in both modern machine learning and classical statistics, including image post-processing in computer vision, approximate posterior sampling in simulatio…