@article{beyondtheautoregressivehorizonacomprehen,
  title = {Beyond the Autoregressive Horizon: A Comprehensive Survey of Diffusion Models, World Modelling, and State Space Models for Code},
  author = {Kishan Maharaj and Ashita Saxena and Srikanth Tamilselvam},
  year = {2026},
  eprint = {2606.23690},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2606.23690},
}