@article{exploringthepotentialofprobabilistictran, title = {Exploring the Potential of Probabilistic Transformer for Time Series Modeling: A Report on the ST-PT Framework}, author = {Zhangzhi Xiong and Haoyi Wu and You Wu and Shuqi Gu and Kan Ren and Kewei Tu}, year = {2026}, eprint = {2604.26762}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.26762}, }