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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8"/>
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="description" content=""/>
<meta name="author"
content="Zeqiang Lai"
/>
<title>Awesome Diffusion</title>
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<span class="badge rounded-pill text-bg-secondary counter"> 708 </span>
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<div class="counter">26</div>
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>Generation
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<strong>Natural Language</strong>
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>Generation
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<div class="counter">21</div>
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<span class="badge rounded-pill text-bg-secondary counter"> 19 </span>
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>Generation
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<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> DINOISER: Diffused Conditional Sequence Learning by Manipulating Noises </div>
<div> Jiasheng Ye, Zaixiang Zheng, Yu Bao, Lihua Qian, Mingxuan Wang </div>
<div>
arXiv 2023.
<a href="https://arxiv.org/abs/2302.10025"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2023-02-20</div>
</div>
<div class="paper-date">2023-02-20</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> A Reparameterized Discrete Diffusion Model for Text Generation </div>
<div> Lin Zheng, Jianbo Yuan, Lei Yu, Lingpeng Kong </div>
<div>
arXiv 2023.
<a href="https://arxiv.org/abs/2302.05737"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2023-02-11</div>
</div>
<div class="paper-date">2023-02-11</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> Long Horizon Temperature Scaling </div>
<div> Andy Shih, Dorsa Sadigh, Stefano Ermon </div>
<div>
arXiv 2023.
<a href="https://arxiv.org/abs/2302.03686"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2023-02-07</div>
</div>
<div class="paper-date">2023-02-07</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> DiffusER: Diffusion via Edit-based Reconstruction </div>
<div> Machel Reid, Vincent Josua Hellendoorn, Graham Neubig </div>
<div>
ICLR 2023.
<a href="https://openreview.net/forum?id=nG9RF9z1yy3"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2023-02-02</div>
</div>
<div class="paper-date">2023-02-02</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> GENIE: Large Scale Pre-training for Text Generation with Diffusion Model </div>
<div> Zhenghao Lin, Yeyun Gong, Yelong Shen, Tong Wu, Zhihao Fan, Chen Lin, Weizhu Chen, Nan Duan </div>
<div>
arXiv 2022.
<a href="https://arxiv.org/abs/2212.11685"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2022-12-22</div>
</div>
<div class="paper-date">2022-12-22</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> Diff-Glat: Diffusion Glancing Transformer for Parallel Sequence to Sequence Learning </div>
<div> Lihua Qian, Mingxuan Wang, Yang Liu, Hao Zhou </div>
<div>
arXiv 2022.
<a href="https://arxiv.org/abs/2212.10240"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2022-12-20</div>
</div>
<div class="paper-date">2022-12-20</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> SeqDiffuSeq: Text Diffusion with Encoder-Decoder Transformers </div>
<div> Hongyi Yuan, Zheng Yuan, Chuanqi Tan, Fei Huang, Songfang Huang </div>
<div>
arXiv 2022.
<a href="https://arxiv.org/abs/2212.10325"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2022-12-20</div>
</div>
<div class="paper-date">2022-12-20</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> Latent Diffusion for Language Generation </div>
<div> Justin Lovelace, Varsha Kishore, Chao Wan, Eliot Shekhtman, Kilian Weinberger </div>
<div>
arXiv 2022.
<a href="https://arxiv.org/abs/2212.09462"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2022-12-19</div>
</div>
<div class="paper-date">2022-12-19</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> Difformer: Empowering Diffusion Model on Embedding Space for Text Generation </div>
<div> Zhujin Gao<sup>1</sup>, Junliang Guo<sup>1</sup>, Xu Tan, Yongxin Zhu, Fang Zhang, Jiang Bian, Linli Xu </div>
<div>
arXiv 2022.
<a href="https://arxiv.org/abs/2212.09412"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2022-12-19</div>
</div>
<div class="paper-date">2022-12-19</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> DiffusionBERT: Improving Generative Masked Language Models with Diffusion Models </div>
<div> Zhengfu He<sup>1</sup>, Tianxiang Sun<sup>1</sup>, Kuanning Wang, Xuanjing Huang, Xipeng Qiu </div>
<div>
arXiv 2022.
<a href="https://arxiv.org/abs/2211.15029"
class="link-primary">Paper</a>  
<a href="https://github.com/Hzfinfdu/Diffusion-BERT"
class="link-primary">Github</a>  
</div>
<div class="paper-date-inner">2022-11-28</div>
</div>
<div class="paper-date">2022-11-28</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> Continuous diffusion for categorical data </div>
<div> Sander Dieleman, Laurent Sartran, Arman Roshannai, Nikolay Savinov, Yaroslav Ganin, Pierre H. Richemond, Arnaud Doucet, Robin Strudel, Chris Dyer, Conor Durkan, Curtis Hawthorne, Rémi Leblond, Will Grathwohl, Jonas Adler </div>
<div>
arXiv 2022.
<a href="https://arxiv.org/abs/2211.15089"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2022-11-28</div>
</div>
<div class="paper-date">2022-11-28</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> Self-conditioned Embedding Diffusion for Text Generation </div>
<div> Robin Strudel, Corentin Tallec, Florent Altché, Yilun Du, Yaroslav Ganin, Arthur Mensch, Will Grathwohl, Nikolay Savinov, Sander Dieleman, Laurent Sifre, Rémi Leblond </div>
<div>
arXiv 2022.
<a href="https://arxiv.org/abs/2211.04236"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2022-11-08</div>
</div>
<div class="paper-date">2022-11-08</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular Control </div>
<div> Xiaochuang Han, Sachin Kumar, Yulia Tsvetkov </div>
<div>
arXiv 2022.
<a href="https://arxiv.org/abs/2210.17432"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2022-10-31</div>
</div>
<div class="paper-date">2022-10-31</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> DiffusER: Discrete Diffusion via Edit-based Reconstruction </div>
<div> Machel Reid, Vincent J. Hellendoorn, Graham Neubig </div>
<div>
arXiv 2022.
<a href="https://arxiv.org/abs/2210.16886"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2022-10-30</div>
</div>
<div class="paper-date">2022-10-30</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models </div>
<div> Shansan Gong<sup>1</sup>, Mukai Li<sup>1</sup>, Jiangtao Feng, Zhiyong Wu, LingPeng Kong </div>
<div>
arXiv 2022.
<a href="https://arxiv.org/abs/2210.08933"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2022-10-17</div>
</div>
<div class="paper-date">2022-10-17</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> Composable Text Controls in Latent Space with ODEs </div>
<div> Guangyi Liu, Zeyu Feng, Yuan Gao, Zichao Yang, Xiaodan Liang, Junwei Bao, Xiaodong He, Shuguang Cui, Zhen Li, Zhiting Hu </div>
<div>
arXiv 2022.
<a href="https://arxiv.org/abs/2208.00638"
class="link-primary">Paper</a>  
<a href="https://github.com/guangyliu/LatentOps"
class="link-primary">Github</a>  
</div>
<div class="paper-date-inner">2022-08-01</div>
</div>
<div class="paper-date">2022-08-01</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> Latent Diffusion Energy-Based Model for Interpretable Text Modeling </div>
<div> Peiyu Yu, Sirui Xie, Xiaojian Ma, Baoxiong Jia, Bo Pang, Ruigi Gao, Yixin Zhu, Song-Chun Zhu, Ying Nian Wu </div>
<div>
ICML 2022.
<a href="https://arxiv.org/abs/2206.05895"
class="link-primary">Paper</a>  
<a href="https://github.com/yuPeiyu98/LDEBM"
class="link-primary">Github</a>  
</div>
<div class="paper-date-inner">2022-06-13</div>
</div>
<div class="paper-date">2022-06-13</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> Diffusion-LM Improves Controllable Text Generation </div>
<div> Xiang Lisa Li, John Thickstun, Ishaan Gulrajani, Percy Liang, Tatsunori B. Hashimoto </div>
<div>
NeurIPS 2022.
<a href="https://arxiv.org/abs/2205.14217"
class="link-primary">Paper</a>  
<a href="https://github.com/XiangLi1999/Diffusion-LM"
class="link-primary">Github</a>  
</div>
<div class="paper-date-inner">2022-05-27</div>
</div>
<div class="paper-date">2022-05-27</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> Step-unrolled Denoising Autoencoders for Text Generation </div>
<div> Nikolay Savinov, Junyoung Chung, Mikolaj Binkowski, Erich Elsen, Aaron van den Oord </div>
<div>
ICLR 2022.
<a href="https://arxiv.org/abs/2112.06749"
class="link-primary">Paper</a>  
<a href="https://github.com/vvvm23/sundae"
class="link-primary">Github</a>  
</div>
<div class="paper-date-inner">2021-12-13</div>
</div>
<div class="paper-date">2021-12-13</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> Zero-Shot Translation using Diffusion Models </div>
<div> Eliya Nachmani<sup>1</sup>, Shaked Dovrat<sup>1</sup> </div>
<div>
arXiv 2021.
<a href="https://arxiv.org/abs/2111.01471"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2021-11-02</div>
</div>
<div class="paper-date">2021-11-02</div>
</li>
<li class="list-group-item d-flex justify-content-between align-items-start list-item-flex">
<div class="ms-2 me-auto paper-main">
<div class="fw-bold"> Structured Denoising Diffusion Models in Discrete State-Spaces </div>
<div> Jacob Austin<sup>1</sup>, Daniel D. Johnson<sup>1</sup>, Jonathan Ho, Daniel Tarlow, Rianne van den Berg </div>
<div>
NeurIPS 2021.
<a href="https://arxiv.org/abs/2107.03006"
class="link-primary">Paper</a>  
</div>
<div class="paper-date-inner">2021-07-07</div>
</div>
<div class="paper-date">2021-07-07</div>
</li>
</ol>
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