Authors

Wensen Ma

Publications 1

Preprint Open access

Learning a Flow to Self-Supervised Representations

Yuling Jiao, Wensen Ma, Houduo Qi et al. · 2026

Explicit geometric references offer a direct way to structure self-supervised representations. Existing adversarial distribution-matching formulations, however, require costly encoder-critic optimization. We introduce Flow-Based Distribution Matching (FBDM), a non-adversarial framework that learns this reference-direct …

Co-authors