Gradient Variance Reveals Failure Modes in Flow-Based Generative Models

This research uncovers a critical failure mode in Rectified Flows where deterministic training induces memorization due to low gradient variance. It proposes...

Level: advanced

By Teodora Reu, Sixtine Dromigny, Michael Bronstein, Francisco Vargas

Category: research