@article{aunifiedgeometricfieldtheoryframeworkfor,
  title = {A Unified Geometric Field Theory Framework for Transformers: From Manifold Embeddings to Kernel Modulation},
  author = {Xianshuai Shi and Jianfeng Zhu and Leibo Liu},
  year = {2025},
  eprint = {2511.08243},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2511.08243},
}