AHPA: Adaptive Hierarchical Prior Alignment for Diffusion Transformers. - Ruibin Min; Yexin Liu; Aimin Pan; Changsheng Lu; Jiafei Wu; Kelu Yao; Xiaogang Xu 002; Harry Yang (CoRR, 2026)