@article{fromconsistencytocomplementarityaligneda,
  title = {From Consistency to Complementarity: Aligned and Disentangled Multi-modal Learning for Time Series Understanding and Reasoning},
  author = {Hang Ni and Weijia Zhang and Fei Wang and Zezhi Shao and Hao Liu},
  year = {2026},
  eprint = {2601.21436},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.21436},
}