# Energy-Based Diffusion Language Models for Text Generation

Minkai Xu, Tomas Geffner, Karsten Kreis, Weili Nie, Yilun Xu, Jure Leskovec, Stefano Ermon, Arash Vahdat. ICLR 2025 (2025).

在每一步扩散去噪分布中加入完整序列的残差能量，采用自回归模型或 NCE 参数化，并通过并行重要性采样生成文本。

直接引用 Deng 等人（2020），将残差修正与配分函数估计用于扩散语言建模。

[论文原文](https://arxiv.org/html/2410.21357v4)

## 引用

```bibtex
@inproceedings{edlm,
  title = {{Energy-Based Diffusion Language Models for Text Generation}},
  author = {Xu, Minkai and Geffner, Tomas and Kreis, Karsten and Nie, Weili and Xu, Yilun and Leskovec, Jure and Ermon, Stefano and Vahdat, Arash},
  year = {2025},
  booktitle = {ICLR 2025},
  url = {https://arxiv.org/html/2410.21357v4},
  eprint = {2410.21357},
  archivePrefix = {arXiv}
}
```