@article{evolvingbeyondsnapshotsharmonizingstruct,
  title = {Evolving Beyond Snapshots: Harmonizing Structure and Sequence via Entity State Tuning for Temporal Knowledge Graph Forecasting},
  author = {Siyuan Li and Yunjia Wu and Yiyong Xiao and Pingyang Huang and Peize Li and Ruitong Liu and Yan Wen and Te Sun},
  year = {2026},
  eprint = {2602.12389},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2602.12389},
}