2 papers
stat.ML2026
EMS Coreset: An Efficient Expectation-Maximization Algorithm for Sinkhorn Coreset
Haoyun Yin, Chuanhui Liu, Xiao Wang
Coresets distill large datasets into small, representative subsets for efficient downstream learning. Yet Optimal Transport (OT)-based selection typically requires intensive comput…
stat.ML2026
Coreset-Induced Conditional Velocity Flow Matching
Xiao Wang, Zihua She, Jianxi Su
We propose Coreset-Induced Conditional Velocity Flow Matching (CCVFM), a generative model that augments hierarchical rectified flow with a data-informed source distribution. Hierar…