Diffusion Acceleration via Residual Gate Reorganization

Analysis of diffusion transformer acceleration methods reveals that speedups are driven by the reorganization of the AdaLN-Zero residual gate α. Rather than just improving feature geometry, acceleration methods reshape how conditioned updates enter the residual stream, making models more sensitive to gate perturbations.