Position reversal without external classifier-free guidance
Establish whether the observed reversal in the effect of longer prediction horizons across query positions persists under unguided or class-conditional sampling without external classifier-free-guidance extrapolation.
References
An unguided position reversal remains unestablished.
— Rethinking Prediction Horizons: Decoupling Model Queries from State Updates in Few-Step MeanFlow
(2610.20071 - Wang et al., 14 Oct 2026) in Section 2.3, subsection “Earlier guidance as a supporting control”