Awesome-NLP-Diffusion-Models

A collection of resources and papers on NLP Diffusion Models.

Contents

• Awesome-NLP-Diffusion-Models
  • Contents
  • Papers
  • Tutorials
  • Blogs

Papers

Link	Year	Conference	Paper	First Author and Institute
pdf	2022/12	arxiv	GENIE: Large Scale Pre-training for Text Generation with Diffusion Model	Zhenghao Lin   Xiamen University/Microsoft Research Asia
pdf			SeqDiffuSeq: Text Diffusion with Encoder-Decoder Transformers	Hongyi Yuan   Tsinghua University/Alibaba Group
pdf github	2022/11	arxiv	DiffusionBERT: Improving Generative Masked Language Models with Diffusion Model	Zhengfu He Tianxiang Sun   Fudan University
pdf	2022/11	arxiv	SELF-CONDITIONED EMBEDDING DIFFUSION FOR TEXT GENERATION	Robin Strudel   DeepMind
pdf	2022/10	arxiv	DIFFUSER: DISCRETE DIFFUSION VIA EDIT-BASED RECONSTRUCTION	Machel Reid   Google Research
pdf github	2022/10	arxiv	DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models	Shansan Gong   Shanghai AI Lab
pdf ppt	2022/08	arxiv	Composable Text Controls in Latent Space with ODEs	Guangyi Liu   CUHK-Shenzhen
pdf github	2022	ICML	Latent Diffusion Energy-Based Model for Interpretable Text Modeling	Peiyu Yu   UCLA
pdf github	2022	NeurIPS	Diffusion-LM Improves Controllable Text Generation	Xiang Lisa Li   Stanford University
pdf	2021/11	arxiv	Zero-Shot Translation using Diffusion Models	Eliya Nachmani Shaked Dovrat   Facebook AI Research Tel-Aviv University
pdf	2021/07	arxiv	Structured Denoising Diffusion Models in Discrete State-Spaces	Jacob Austin   Google Research

Tutorials

Blogs

• What are Diffusion Models? Lilian Weng. Website