@article{transformerisinherentlyacausallearner,
  title = {Transformer Is Inherently a Causal Learner},
  author = {Xinyue Wang and Stephen Wang and Biwei Huang},
  year = {2026},
  eprint = {2601.05647},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.05647},
}