Khai T. Nguyen

Improving Mini-batch Optimal Transport via Partial Transportation

2021 · arXiv (Cornell University)

Mini-batch optimal transport (m-OT) has been widely used recently to deal with the memory issue of OT in large-scale applications. Despite their practicality, m-OT suffers from misspecified mappings, namely, mappings that are optimal on the …