SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular Control

31 October 2022

Papers citing "SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular Control"

50 / 59 papers shown

Title
$α$ -Flow: A Unified Framework for Continuous-State Discrete Flow Matching Models Chaoran Cheng Jiahan Li Jiajun Fan Ge Liu 31 0 0 14 Apr 2025
Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models Marianne Arriola Aaron Gokaslan Justin T Chiu Zhihan Yang Zhixuan Qi Jiaqi Han S. Sahoo Volodymyr Kuleshov DiffM 72 5 0 12 Mar 2025
DiffPO: Diffusion-styled Preference Optimization for Efficient Inference-Time Alignment of Large Language Models Ruizhe Chen Wenhao Chai Zhifei Yang Xiaotian Zhang Qiufeng Wang Tony Q. S. Quek Soujanya Poria Zuozhu Liu 50 0 0 06 Mar 2025
Diffusion Models for Tabular Data: Challenges, Current Progress, and Future Directions Zhong Li Qi Huang Lincen Yang Jiayang Shi Zhao Yang Niki van Stein Thomas Bäck M. Leeuwen DiffM 47 0 0 24 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 112 15 0 14 Feb 2025
Scalable Language Models with Posterior Inference of Latent Thought Vectors Deqian Kong Minglu Zhao Dehong Xu Bo Pang Shu Wang ... Zhangzhang Si Chuan Li Jianwen Xie Sirui Xie Ying Nian Wu VLM LRM BDL 83 5 0 03 Feb 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
Discrete Modeling via Boundary Conditional Diffusion Processes Yuxuan Gu Xiaocheng Feng Lei Huang Yingsheng Wu Zekun Zhou Weihong Zhong Kun Zhu Bing Qin DiffM 28 0 0 29 Oct 2024
Energy-Based Diffusion Language Models for Text Generation Minkai Xu Tomas Geffner Karsten Kreis Weili Nie Yilun Xu J. Leskovec Stefano Ermon Arash Vahdat DiffM 46 7 0 28 Oct 2024
Beyond Autoregression: Fast LLMs via Self-Distillation Through Time Justin Deschenaux Çağlar Gülçehre 44 2 0 28 Oct 2024
Generative Diffusion Models for Sequential Recommendations Sharare Zolghadr Ole Winther Paul Jeha DiffM 30 0 0 25 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 50 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 78 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 51 15 0 18 Oct 2024
Discrete Copula Diffusion Anji Liu Oliver Broadrick Mathias Niepert Guy Van den Broeck DiffM 59 4 0 02 Oct 2024
Latent Diffusion Models for Controllable RNA Sequence Generation Kaixuan Huang Yukang Yang Kaidi Fu Yanyi Chu Le Cong Mengdi Wang 47 1 0 15 Sep 2024
Towards Diverse and Efficient Audio Captioning via Diffusion Models Manjie Xu Chenxing Li Xinyi Tu Yong Ren Ruibo Fu Wei Liang Dong Yu DiffM 49 1 0 14 Sep 2024
Automatic Metrics in Natural Language Generation: A Survey of Current Evaluation Practices Patrícia Schmidtová Saad Mahamood Simone Balloccu Ondřej Dušek Albert Gatt Dimitra Gkatzia David M. Howcroft Ondřej Plátek Adarsa Sivaprasad 45 3 0 17 Aug 2024
Discrete Flow Matching Itai Gat Tal Remez Neta Shaul Felix Kreuk Ricky T. Q. Chen Gabriel Synnaeve Yossi Adi Y. Lipman DiffM 52 57 0 22 Jul 2024
Promises, Outlooks and Challenges of Diffusion Language Modeling Justin Deschenaux Çağlar Gülçehre DiffM 44 2 0 17 Jun 2024
Simple and Effective Masked Diffusion Language Models S. Sahoo Marianne Arriola Yair Schiff Aaron Gokaslan Edgar Marroquin Justin T Chiu Alexander M. Rush Volodymyr Kuleshov DiffM 53 70 0 11 Jun 2024
Autoregressive Diffusion Transformer for Text-to-Speech Synthesis Zhijun Liu Shuai Wang Sho Inoue Qibing Bai Haizhou Li DiffM 47 15 0 08 Jun 2024
Unlocking Guidance for Discrete State-Space Diffusion and Flow Models Hunter Nisonoff Junhao Xiong Stephan Allenspach Jennifer Listgarten 63 31 0 03 Jun 2024
Full-Atom Peptide Design based on Multi-modal Flow Matching Jiahan Li Chaoran Cheng Zuofan Wu Ruihan Guo Shitong Luo Zhizhou Ren Jian-wei Peng Jianzhu Ma 45 15 0 02 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 68 24 0 31 May 2024
Glauber Generative Model: Discrete Diffusion Models via Binary Classification Harshit Varma Dheeraj M. Nagaraj Karthikeyan Shanmugam VLM 64 2 0 27 May 2024
Text Generation: A Systematic Literature Review of Tasks, Evaluation, and Challenges Jonas Becker Jan Philip Wahle Bela Gipp Terry Ruas 31 9 0 24 May 2024
Fisher Flow Matching for Generative Modeling over Discrete Data Oscar Davis Samuel Kessler Mircea Petrache .Ismail .Ilkan Ceylan Michael M. Bronstein A. Bose 48 16 0 23 May 2024
SYMPLEX: Controllable Symbolic Music Generation using Simplex Diffusion with Vocabulary Priors Nicolas Jonason Luca Casini Bob L. T. Sturm 44 0 0 21 May 2024
CEV-LM: Controlled Edit Vector Language Model for Shaping Natural Language Generations Samraj Moorjani A. Krishnan Hari Sundaram KELM 32 1 0 22 Feb 2024
DiscDiff: Latent Diffusion Model for DNA Sequence Generation Zehui Li Yuhao Ni W. Beardall Guoxuan Xia Akashaditya Das Guy-Bart Stan Yiren Zhao 29 6 0 08 Feb 2024
Dirichlet Flow Matching with Applications to DNA Sequence Design Hannes Stärk Bowen Jing Chenyu Wang Gabriele Corso Bonnie Berger Regina Barzilay Tommi Jaakkola BDL 47 46 0 08 Feb 2024
CoCoGen: Physically-Consistent and Conditioned Score-based Generative Models for Forward and Inverse Problems Christian L. Jacobsen Yilin Zhuang Karthik Duraisamy AI4CE SyDa DiffM 26 17 0 16 Dec 2023
P^3SUM: Preserving Author's Perspective in News Summarization with Diffusion Language Models Yuhan Liu Shangbin Feng Xiaochuang Han Vidhisha Balachandran Chan Young Park Sachin Kumar Yulia Tsvetkov DiffM 41 2 0 16 Nov 2023
Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution Aaron Lou Chenlin Meng Stefano Ermon DiffM 33 64 0 25 Oct 2023
Latent Diffusion Model for DNA Sequence Generation Zehui Li Yuhao Ni Tim August B. Huygelen Akashaditya Das Guoxuan Xia Guy-Bart Stan Yiren Zhao 44 9 0 09 Oct 2023
A Recycling Training Strategy for Medical Image Segmentation with Diffusion Denoising Models Yunguan Fu Yiwen Li Shaheer U. Saeed Matthew J Clarkson Yipeng Hu DiffM MedIm 29 6 0 30 Aug 2023
ParaGuide: Guided Diffusion Paraphrasers for Plug-and-Play Textual Style Transfer Zachary Horvitz Ajay Patel Chris Callison-Burch Zhou Yu Kathleen McKeown DiffM 26 12 0 29 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 54 14 0 23 Aug 2023
Likelihood-Based Diffusion Language Models Ishaan Gulrajani Tatsunori B. Hashimoto DiffM 29 51 0 30 May 2023
David helps Goliath: Inference-Time Collaboration Between Small Specialized and Large General Diffusion LMs Xiaochuang Han Sachin Kumar Yulia Tsvetkov Marjan Ghazvininejad DiffM 34 3 0 24 May 2023
A Survey of Diffusion Models in Natural Language Processing Hao-Li Zou Zae Myung Kim Dongyeop Kang DiffM MedIm 25 12 0 24 May 2023
Diffusion Language Models Generation Can Be Halted Early Sofia Maria Lo Cicero Vaina Nikita Balagansky Daniil Gavrilov DiffM 52 0 0 18 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 34 20 0 15 May 2023
Can Diffusion Model Achieve Better Performance in Text Generation? Bridging the Gap between Training and Inference! Zecheng Tang Pinzheng Wang Keyan Zhou Juntao Li Ziqiang Cao M. Zhang DiffM 37 11 0 08 May 2023
Diffusion Models in NLP: A Survey Yuansong Zhu Yu Zhao DiffM VLM MedIm 29 23 0 14 Mar 2023
Diffusion Models for Non-autoregressive Text Generation: A Survey Yifan Li Kun Zhou Wayne Xin Zhao Ji-Rong Wen MedIm DiffM 45 32 0 12 Mar 2023
DINOISER: Diffused Conditional Sequence Learning by Manipulating Noises Jiasheng Ye Zaixiang Zheng Yu Bao Lihua Qian Mingxuan Wang DiffM 38 44 0 20 Feb 2023
DIFUSCO: Graph-based Diffusion Solvers for Combinatorial Optimization Zhiqing Sun Yiming Yang DiffM 33 118 0 16 Feb 2023
A Reparameterized Discrete Diffusion Model for Text Generation Lin Zheng Jianbo Yuan Lei Yu Lingpeng Kong DiffM 38 57 0 11 Feb 2023