DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models

17 October 2022

Shansan Gong

Mukai Li

Jiangtao Feng

Zhiyong Wu

Lingpeng Kong

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Papers citing "DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models"

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Title
Sparse-to-Sparse Training of Diffusion Models Inês Cardoso Oliveira Decebal Constantin Mocanu Luis A. Leiva DiffM 81 0 0 30 Apr 2025
Looking beyond the next token Abitha Thankaraj Yiding Jiang J. Zico Kolter Yonatan Bisk LRM 57 1 0 15 Apr 2025
On the Generalization Properties of Diffusion Models Puheng Li Zhong Li Huishuai Zhang Jiang Bian 69 29 0 13 Mar 2025
DiffPO: Diffusion-styled Preference Optimization for Efficient Inference-Time Alignment of Large Language Models Ruizhe Chen Wenhao Chai Zhifei Yang Xiaotian Zhang Joey Tianyi Zhou Tony Q. S. Quek Soujanya Poria Zuozhu Liu 48 0 0 06 Mar 2025
Bayesian Computation in Deep Learning Wenlong Chen Bolian Li Ruqi Zhang Yingzhen Li BDL 75 0 0 25 Feb 2025
Large Language Diffusion Models Shen Nie Fengqi Zhu Zebin You Xiaolu Zhang Jingyang Ou Jun Hu Jun Zhou Yankai Lin Ji-Rong Wen Chongxuan Li 102 14 0 14 Feb 2025
An analysis of the noise schedule for score-based generative models SU StanislasStrasman Antonio Ocello Claire Boyer Lpsm Sylvain Le Corff Lpsm Vincent Lemaire DiffM 89 4 0 28 Jan 2025
Exploring Preference-Guided Diffusion Model for Cross-Domain Recommendation Xiaodong Li Hengzhu Tang Jiawei Sheng Xinghua Zhang Li Gao Suqi Cheng Dawei Yin Tingwen Liu DiffM 71 1 0 20 Jan 2025
DPCL-Diff: The Temporal Knowledge Graph Reasoning Based on Graph Node Diffusion Model with Dual-Domain Periodic Contrastive Learning Yukun Cao Lisheng Wang Luobing Huang DiffM 39 0 0 20 Jan 2025
A General Framework for Inference-time Scaling and Steering of Diffusion Models R. Singhal Zachary Horvitz Ryan Teehan Mengye Ren Zhou Yu Kathleen McKeown Rajesh Ranganath DiffM 61 15 0 17 Jan 2025
DiffusionAttacker: Diffusion-Driven Prompt Manipulation for LLM Jailbreak Hao Wang Hao Li Junda Zhu Xinyuan Wang C. Pan Minlie Huang Lei Sha 106 0 0 23 Dec 2024
SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer H. Chen Z. Wang X. Li X. Sun Fangyi Chen Jiang Liu J. Wang Bhiksha Raj Zicheng Liu Emad Barsoum VLM 111 6 0 14 Dec 2024
Past, Present, and Future of Sensor-Based Human Activity Recognition Using Wearables: A Surveying Tutorial on a Still Challenging Task H. Haresamudram Chi Ian Tang Sungho Suh P. Lukowicz Thomas Ploetz 74 2 0 11 Nov 2024
Dual Conditional Diffusion Models for Sequential Recommendation Hongtao Huang Chengkai Huang Xiaojun Chang Wen Hu Lina Yao Julian McAuley Lina Yao DiffM 42 2 0 29 Oct 2024
Scaling up Masked Diffusion Models on Text Shen Nie Fengqi Zhu Chao Du Tianyu Pang Qian Liu Guangtao Zeng Min-Bin Lin Chongxuan Li AI4CE 45 13 0 24 Oct 2024
Scaling Diffusion Language Models via Adaptation from Autoregressive Models Shansan Gong Shivam Agarwal Yizhe Zhang Jiacheng Ye Lin Zheng ... Peilin Zhao W. Bi Jiawei Han Hao Peng Lingpeng Kong AI4CE 70 15 0 23 Oct 2024
Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning Jiacheng Ye Jiahui Gao Shansan Gong Lin Zheng Xin Jiang Z. Li Lingpeng Kong DiffM LRM 44 15 0 18 Oct 2024
From Incomplete Coarse-Grained to Complete Fine-Grained: A Two-Stage Framework for Spatiotemporal Data Reconstruction Ziyu Sun Haoyang Su E. Wang Funing Yang Yongjian Yang Wenbin Liu AI4TS DiffM 31 0 0 05 Oct 2024
ReflectDiffu:Reflect between Emotion-intent Contagion and Mimicry for Empathetic Response Generation via a RL-Diffusion Framework Jiahao Yuan Zixiang Di Zhiqing Cui Guisong Yang Usman Naseem 51 0 0 16 Sep 2024
Atlas Gaussians Diffusion for 3D Generation Haitao Yang Yuan Dong Hanwen Jiang Dejia Xu Georgios Pavlakos Qixing Huang 3DGS 67 3 0 23 Aug 2024
Diffusion Guided Language Modeling Justin Lovelace Varsha Kishore Yiwei Chen Kilian Q. Weinberger 36 6 0 08 Aug 2024
ScoreFusion: Fusing Score-based Generative Models via Kullback-Leibler Barycenters Hao Liu Junze Tony Ye Ye Jose H. Blanchet DiffM FedML 32 1 0 28 Jun 2024
Unlocking Guidance for Discrete State-Space Diffusion and Flow Models Hunter Nisonoff Junhao Xiong Stephan Allenspach Jennifer Listgarten 55 31 0 03 Jun 2024
Reliable Trajectory Prediction and Uncertainty Quantification with Conditioned Diffusion Models Marion Neumeier Sebastian Dorn M. Botsch Wolfgang Utschick DiffM 38 3 0 23 May 2024
IPAD: Iterative, Parallel, and Diffusion-based Network for Scene Text Recognition Xiaomeng Yang Zhi Qiao Yu Zhou DiffM 55 1 0 19 Dec 2023
Diffusion-based Blind Text Image Super-Resolution Yuzhe Zhang Jiawei Zhang Hao Li Zhouxia Wang Luwei Hou Dongqing Zou Liheng Bian 27 8 0 13 Dec 2023
A Systematic Review of Deep Learning-based Research on Radiology Report Generation Chang Liu Yuanhe Tian Yan Song MedIm 27 15 0 23 Nov 2023
AI-Generated Content (AIGC) for Various Data Modalities: A Survey Lin Geng Foo Hossein Rahmani J. Liu 65 31 0 27 Aug 2023
Diffusion Language Models Can Perform Many Tasks with Scaling and Instruction-Finetuning Jiasheng Ye Zaixiang Zheng Yu Bao Lihua Qian Quanquan Gu DiffM 52 14 0 23 Aug 2023
From Unimodal to Multimodal: improving sEMG-Based Pattern Recognition via deep generative models Wentao Wei Linyan Ren 31 1 0 08 Aug 2023
XDLM: Cross-lingual Diffusion Language Model for Machine Translation Linyao Chen Aosong Feng Boming Yang Zihui Li AI4CE 23 2 0 25 Jul 2023
Likelihood-Based Diffusion Language Models Ishaan Gulrajani Tatsunori B. Hashimoto DiffM 18 51 0 30 May 2023
Extrapolating Multilingual Understanding Models as Multilingual Generators Bohong Wu Fei Yuan Hai Zhao Lei Li Jingjing Xu AI4CE 25 2 0 22 May 2023
DiffuSIA: A Spiral Interaction Architecture for Encoder-Decoder Text Diffusion Chao-Hong Tan Jia-Chen Gu Zhen-Hua Ling DiffM 25 0 0 19 May 2023
TESS: Text-to-Text Self-Conditioned Simplex Diffusion Rabeeh Karimi Mahabadi Hamish Ivison Jaesung Tae James Henderson Iz Beltagy Matthew E. Peters Arman Cohan 24 20 0 15 May 2023
FedAds: A Benchmark for Privacy-Preserving CVR Estimation with Vertical Federated Learning Penghui Wei Hongjian Dou Shaoguo Liu Rong Tang Li Liu Liangji Wang Bo Zheng FedML 24 12 0 15 May 2023
A Cheaper and Better Diffusion Language Model with Soft-Masked Noise Jiaao Chen Aston Zhang Mu Li Alexander J. Smola Diyi Yang DiffM 24 17 0 10 Apr 2023
DiffTAD: Temporal Action Detection with Proposal Denoising Diffusion Sauradip Nag Xiatian Zhu Jiankang Deng Yi-Zhe Song Tao Xiang DiffM VGen 28 21 0 27 Mar 2023
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model Peng Jin Hao Li Ze-Long Cheng Kehan Li Xiang Ji Chang-rui Liu Li-ming Yuan Jie Chen DiffM VGen 21 52 0 17 Mar 2023
Unifying Layout Generation with a Decoupled Diffusion Model Mude Hui Zhizheng Zhang Xiaoyi Zhang Wenxuan Xie Yuwang Wang Yan Lu DiffM 13 38 0 09 Mar 2023
A Reparameterized Discrete Diffusion Model for Text Generation Lin Zheng Jianbo Yuan Lei Yu Lingpeng Kong DiffM 28 57 0 11 Feb 2023
Text Generation with Diffusion Language Models: A Pre-training Approach with Continuous Paragraph Denoise Zheng-Wen Lin Yeyun Gong Yelong Shen Tong Wu Zhihao Fan Chen Lin Nan Duan Weizhu Chen AI4CE DiffM VLM 27 60 0 22 Dec 2022
Latent Diffusion for Language Generation Justin Lovelace Varsha Kishore Chao-gang Wan Eliot Shekhtman Kilian Q. Weinberger DiffM 24 71 0 19 Dec 2022
DiffusionBERT: Improving Generative Masked Language Models with Diffusion Models Zhengfu He Tianxiang Sun Kuan-Chieh Jackson Wang Xuanjing Huang Xipeng Qiu DiffM VLM 22 113 0 28 Nov 2022
DiffusionDet: Diffusion Model for Object Detection Shoufa Chen Pei Sun Yibing Song Ping Luo 44 442 0 17 Nov 2022
SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular Control Xiaochuang Han Sachin Kumar Yulia Tsvetkov 30 79 0 31 Oct 2022
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Bin Cui Ming-Hsuan Yang DiffM MedIm 224 1,300 0 02 Sep 2022
Diffusion-LM Improves Controllable Text Generation Xiang Lisa Li John Thickstun Ishaan Gulrajani Percy Liang Tatsunori B. Hashimoto AI4CE 171 772 0 27 May 2022
Palette: Image-to-Image Diffusion Models Chitwan Saharia William Chan Huiwen Chang Chris A. Lee Jonathan Ho Tim Salimans David J. Fleet Mohammad Norouzi DiffM VLM 325 1,586 0 10 Nov 2021
Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions Emiel Hoogeboom Didrik Nielsen P. Jaini Patrick Forré Max Welling DiffM 202 394 0 10 Feb 2021