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See our paper at https://arxiv.org/abs/2605.18608 and https://openaccess.thecvf.com/content/CVPR2026/html/Zhu_Dance_Across_Shifts_Forward-Facilitation_Continual_Test-Time_Adaptation_through_Dynamic_Style_CVPR_2026_paper.html