Diffusion-LM Improves Controllable Text Generation

27 May 2022

Xiang Lisa Li

John Thickstun

Ishaan Gulrajani

Percy Liang

Tatsunori B. Hashimoto

AI4CE

ArXiv PDF HTML

Papers citing "Diffusion-LM Improves Controllable Text Generation"

50 / 94 papers shown

Title
Energy-based generator matching: A neural sampler for general state space Dongyeop Woo Minsu Kim Minkyu Kim Kiyoung Seong SungSoo Ahn 60 0 0 26 May 2025
Beyond Masked and Unmasked: Discrete Diffusion Models via Partial Masking Chen-Hao Chao Wei-Fang Sun Hanwen Liang Chun-Yi Lee Rahul G. Krishnan DiffM 362 0 0 24 May 2025
Learning Flexible Forward Trajectories for Masked Molecular Diffusion Hyunjin Seo Taewon Kim Sihyun Yu SungSoo Ahn DiffM AI4CE 118 0 0 22 May 2025
dKV-Cache: The Cache for Diffusion Language Models Xinyin Ma Runpeng Yu Gongfan Fang Xinchao Wang DiffM 88 1 0 21 May 2025
Guide your favorite protein sequence generative model Junhao Xiong Hunter Nisonoff Maria Lukarska Ishan Gaur Luke M. Oltrogge David F. Savage Jennifer Listgarten DiffM 211 2 0 07 May 2025
Sparse-to-Sparse Training of Diffusion Models Inês Cardoso Oliveira Decebal Constantin Mocanu Luis A. Leiva DiffM 135 0 0 30 Apr 2025
Hyperbolic Diffusion Recommender Model Meng Yuan Yutian Xiao Wei Chen Chu Zhao Deqing Wang Fuzhen Zhuang 97 2 0 02 Apr 2025
Towards Better Alignment: Training Diffusion Models with Reinforcement Learning Against Sparse Rewards Zijing Hu Fengda Zhang Long Chen Kun Kuang Jiahui Li Kaifeng Gao Jun Xiao X. Wang Wenwu Zhu EGVM 188 4 0 14 Mar 2025
Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models Marianne Arriola Aaron Gokaslan Justin T Chiu Zhihan Yang Zhixuan Qi Jiaqi Han Subham Sekhar Sahoo Volodymyr Kuleshov DiffM 226 16 0 12 Mar 2025
Knowledge Bridger: Towards Training-free Missing Multi-modality Completion Guanzhou Ke Shengfeng He Xinyu Wang Bo Wang Guoqing Chao Yize Zhang Yi Xie HeXing Su 139 1 0 27 Feb 2025
Reversal Blessing: Thinking Backward May Outpace Thinking Forward in Multi-choice Questions Yizhe Zhang Richard He Bai Zijin Gu Ruixiang Zhang Jiatao Gu Emmanuel Abbe Samy Bengio Navdeep Jaitly LRM BDL 125 1 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 195 47 0 14 Feb 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 73 1 0 20 Jan 2025
Diffusion Models in Recommendation Systems: A Survey Ting-Ruen Wei Yi Fang 171 2 0 17 Jan 2025
Simplified and Generalized Masked Diffusion for Discrete Data Jiaxin Shi Kehang Han Zehao Wang Arnaud Doucet Michalis K. Titsias DiffM 149 100 0 17 Jan 2025
Generative Modelling with High-Order Langevin Dynamics Ziqiang Shi Rujie Liu DiffM 95 2 0 03 Jan 2025
Cached Adaptive Token Merging: Dynamic Token Reduction and Redundant Computation Elimination in Diffusion Model Omid Saghatchian Atiyeh Gh. Moghadam Ahmad Nickabadi MoMe 108 1 0 03 Jan 2025
UIBDiffusion: Universal Imperceptible Backdoor Attack for Diffusion Models Yuning Han Bingyin Zhao Rui Chu Feng Luo Biplab Sikdar Yingjie Lao DiffM AAML 151 1 0 16 Dec 2024
Segment-Level Diffusion: A Framework for Controllable Long-Form Generation with Diffusion Language Models Xiaochen Zhu Georgi Karadzhov Chenxi Whitehouse Andreas Vlachos DiffM 134 0 0 15 Dec 2024
SplatFlow: Multi-View Rectified Flow Model for 3D Gaussian Splatting Synthesis Hyojun Go Byeongjun Park Jiho Jang Jin-Young Kim Soonwoo Kwon Changick Kim 3DGS 141 2 0 25 Nov 2024
VTechAGP: An Academic-to-General-Audience Text Paraphrase Dataset and Benchmark Models Ming Cheng Jiaying Gong Chenhan Yuan William A. Ingram Edward A. Fox Hoda Eldardiry 189 1 0 07 Nov 2024
A Geometric Framework for Understanding Memorization in Generative Models Brendan Leigh Ross Hamidreza Kamkari Tongzi Wu Rasa Hosseinzadeh Zhaoyan Liu George Stein Jesse C. Cresswell Gabriel Loaiza-Ganem 118 8 0 31 Oct 2024
Diffusion Attribution Score: Evaluating Training Data Influence in Diffusion Models Jinxu Lin Linwei Tao Minjing Dong Chang Xu TDI 69 3 0 24 Oct 2024
Scaling up Masked Diffusion Models on Text Shen Nie Fengqi Zhu Chao Du Tianyu Pang Qian Liu Guangtao Zeng Min Lin Chongxuan Li AI4CE 125 28 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 Dianbo Sui AI4CE 109 25 0 23 Oct 2024
Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning Jiacheng Ye Jiahui Gao Shansan Gong Lin Zheng Xin Jiang Zhiyu Li Dianbo Sui DiffM LRM 135 23 0 18 Oct 2024
Text-Guided Multi-Property Molecular Optimization with a Diffusion Language Model Yida Xiong Kun Li Jiameng Chen Hongzhi Zhang Di Lin Shirui Pan Wenbin Hu 76 2 0 17 Oct 2024
Preference Diffusion for Recommendation Shuo Liu An Zhang Guoqing Hu Hong Qian Tat-Seng Chua 94 1 0 17 Oct 2024
Convergence of Score-Based Discrete Diffusion Models: A Discrete-Time Analysis Zikun Zhang Zixiang Chen Quanquan Gu DiffM 94 5 0 03 Oct 2024
Training Language Models on Synthetic Edit Sequences Improves Code Synthesis Ulyana Piterbarg Lerrel Pinto Rob Fergus SyDa 55 2 0 03 Oct 2024
Discrete Copula Diffusion Hoang Trung-Dung Oliver Broadrick Mathias Niepert Guy Van den Broeck DiffM 124 12 0 02 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 125 0 0 16 Sep 2024
Variational Search Distributions Daniel M. Steinberg Rafael Oliveira Cheng Soon Ong Edwin V. Bonilla 74 1 0 10 Sep 2024
Atlas Gaussians Diffusion for 3D Generation Haitao Yang Yuan Dong Hanwen Jiang Dejia Xu Georgios Pavlakos Qixing Huang 3DGS 132 3 0 23 Aug 2024
AIGC for Industrial Time Series: From Deep Generative Models to Large Generative Models Lei Ren Haiteng Wang Yang Tang Yang Tang Chunhua Yang AI4TS AI4CE 100 5 0 16 Jul 2024
HoTPP Benchmark: Are We Good at the Long Horizon Events Forecasting? Ivan Karpukhin F. Shipilov Andrey Savchenko AI4TS 83 4 0 20 Jun 2024
Unlocking Guidance for Discrete State-Space Diffusion and Flow Models Hunter Nisonoff Junhao Xiong Stephan Allenspach Jennifer Listgarten 109 43 0 03 Jun 2024
Amortizing intractable inference in diffusion models for vision, language, and control S. Venkatraman Moksh Jain Luca Scimeca Minsu Kim Marcin Sendera ... Alexandre Adam Jarrid Rector-Brooks Yoshua Bengio Glen Berseth Nikolay Malkin 126 31 0 31 May 2024
Glauber Generative Model: Discrete Diffusion Models via Binary Classification Harshit Varma Dheeraj M. Nagaraj Karthikeyan Shanmugam VLM 124 3 0 27 May 2024
Physics-Informed Diffusion Models Jan-Hendrik Bastek WaiChing Sun D. Kochmann DiffM AI4CE 101 15 0 21 Mar 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 211 21 0 28 Feb 2024
Diffusion-EXR: Controllable Review Generation for Explainable Recommendation via Diffusion Models Ling Li Shaohua Li Winda Marantika Alex C. Kot Huijing Zhan 99 2 0 24 Dec 2023
IPAD: Iterative, Parallel, and Diffusion-based Network for Scene Text Recognition Xiaomeng Yang Zhi Qiao Yu Zhou DiffM 119 1 0 19 Dec 2023
Continuous Diffusion for Mixed-Type Tabular Data Markus Mueller Kathrin Gruber Dennis Fok DiffM 125 5 0 16 Dec 2023
Image Super-Resolution with Text Prompt Diffusion Zheng Chen Yulun Zhang Jinjin Gu Xin Yuan Linghe Kong Guihai Chen Xiaokang Yang DiffM 102 20 0 24 Nov 2023
AI-Generated Content (AIGC) for Various Data Modalities: A Survey Lin Geng Foo Hossein Rahmani Jing Liu 143 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 113 18 0 23 Aug 2023
Language-Guided Diffusion Model for Visual Grounding Sijia Chen Baochun Li 78 5 0 18 Aug 2023
PDPP: Projected Diffusion for Procedure Planning in Instructional Videos Hanlin Wang Yilu Wu Sheng Guo Limin Wang VGen DiffM 141 31 0 26 Mar 2023
Score-based Diffusion Models in Function Space Jae Hyun Lim Nikola B. Kovachki Ricardo Baptista Christopher Beckham Kamyar Azizzadenesheli ... Karsten Kreis Jan Kautz Christopher Pal Arash Vahdat Anima Anandkumar DiffM 151 46 0 14 Feb 2023