@article{ssdabridgingspectralandstructuralgapsvia, title = {SSDA: Bridging Spectral and Structural Gaps via Dual Adaptation for Vision-Based Time Series Forecasting}, author = {Mingrui Zhang and Hanchen Yang and Wengen Li and Xudong Jiang and Yichao Zhang and Jihong Guan and Shuigeng Zhou}, year = {2026}, eprint = {2605.12550}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.12550}, }