Chuanhui Liu

EMS Coreset: An Efficient Expectation-Maximization Algorithm for Sinkhorn Coreset

Coresets distill large datasets into small, representative subsets for efficient downstream learning. Yet Optimal Transport (OT)-based selection typically requires intensive computation of transport plans, limiting scalability. We introduce a scalable Sinkhorn coreset method that permits closed-form updates of the entr...