@article{understandingdiffusionmodelsviaratiobase, title = {Understanding Diffusion Models via Ratio-Based Function Approximation with SignReLU Networks}, author = {Luwei Sun and Dongrui Shen and Jianfe Li and Yulong Zhao and Han Feng}, year = {2026}, eprint = {2601.21242}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.21242}, }