@article{adproatesttimeadaptivediffusionpolicyvia, title = {ADPro: a Test-time Adaptive Diffusion Policy via Manifold-constrained Denoising and Task-aware Initialization for Robotic Manipulation}, author = {Zezeng Li and Rui Yang and Ruochen Chen and ZhongXuan Luo and Liming Chen}, year = {2025}, eprint = {2508.06266}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.06266}, }