@misc{dl2-13-1,
  title={Structured Denoising Diffusion Models in Discrete State-Spaces},
  author={Jacob Austin, Daniel D. Johnson, Jonathan Ho, Daniel Tarlow, Rianne van den Berg},
  year={2021},
  url={https://arxiv.org/abs/2107.03006v3}
}
@misc{dl2-13-2,
  title={MaskGIT: Masked Generative Image Transformer},
  author={Huiwen Chang, Han Zhang, Lu Jiang, Ce Liu, William T. Freeman},
  year={2022},
  url={https://arxiv.org/abs/2202.04200}
}
@misc{dl2-13-3,
  title={Simple and Effective Masked Diffusion Language Models},
  author={Subham Sekhar Sahoo, Marianne Arriola, Yair Schiff, Aaron Gokaslan, Edgar Marroquin, Justin T. Chiu, Alexander Rush, Volodymyr Kuleshov},
  year={2024},
  url={https://arxiv.org/abs/2406.07524v2}
}
@misc{dl2-13-4,
  title={Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution},
  author={Aaron Lou, Chenlin Meng, Stefano Ermon},
  year={2024},
  url={https://arxiv.org/abs/2310.16834v3}
}
@misc{dl2-13-5,
  title={Large Language Diffusion Models},
  author={Shen Nie, Fengqi Zhu, Zebin You, Xiaolu Zhang, Jingyang Ou, Jun Hu, Jun Zhou, Yankai Lin, Ji-Rong Wen, Chongxuan Li},
  year={2025},
  url={https://arxiv.org/abs/2502.09992v3}
}
@misc{dl2-13-6,
  title={Diffusion-LM Improves Controllable Text Generation},
  author={Xiang Lisa Li, John Thickstun, Ishaan Gulrajani, Percy Liang, Tatsunori B. Hashimoto},
  year={2022},
  url={https://arxiv.org/abs/2205.14217}
}