@article{qkcvattentionenhancingtimeseriesforecast,
  title = {QKCV Attention: Enhancing Time Series Forecasting with Static Categorical Embeddings for Both Lightweight and Pre-trained Foundation Models},
  author = {Hao Wang and Baojun Ma},
  year = {2025},
  eprint = {2510.20222},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2510.20222},
}