2026
Stable Mean Flow: Lyapunov-Inspired One-Step Flow Matching
CVPR 2026
The Mean Flow Matching algorithm is the state-of-the-art for one-step generative models. Building on this idea, we propose the Stable Mean Flow algorithm and introduce a Lyapunov-inspired stability regularizer that enforces local non-expansivity of the single-step transport map. This design guarante