@article{k2vaeakoopmankalmanenhancedvariational, title = {$K^2$VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting}, author = {Xingjian Wu and Xiangfei Qiu and Hongfan Gao and Jilin Hu and Bin Yang and Chenjuan Guo}, year = {2025}, eprint = {2505.23017}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.23017v1}, }