@article{forecastingwhentoforecastacceleratingdif, title = {Forecasting When to Forecast: Accelerating Diffusion Models with Confidence-Gated Taylor}, author = {Xiaoliu Guan and Lielin Jiang and Hanqi Chen and Xu Zhang and Jiaxing Yan and Guanzhong Wang and Yi Liu and Zetao Zhang and Yu Wu}, year = {2025}, eprint = {2508.02240}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.02240}, }