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Score-based Continuous-time Discrete Diffusion Models

30 November 2022

Papers citing "Score-based Continuous-time Discrete Diffusion Models"

50 / 74 papers shown

Title
Discrete Diffusion in Large Language and Multimodal Models: A Survey Runpeng Yu Qi Li Xinchao Wang DiffM AI4CE 26 0 0 16 Jun 2025
Bures-Wasserstein Flow Matching for Graph Generation Keyue Jiang Jiahao Cui Xiaowen Dong Laura Toni 31 0 0 16 Jun 2025
Generative or Discriminative? Revisiting Text Classification in the Era of Transformers Siva Rajesh Kasa Karan Gupta Sumegh Roychowdhury Ashutosh Kumar Yaswanth Biruduraju Santhosh Kumar Kasa Nikhil Pattisapu Arindam Bhattacharya Shailendra Agarwal Vijay huddar 15 0 0 13 Jun 2025
Solving Inverse Problems via Diffusion-Based Priors: An Approximation-Free Ensemble Sampling Approach Haoxuan Chen Yinuo Ren Martin Renqiang Min Lexing Ying Zachary Izzo DiffM MedIm 77 2 0 04 Jun 2025
Absorb and Converge: Provable Convergence Guarantee for Absorbing Discrete Diffusion Models Yuchen Liang Renxiang Huang Lifeng Lai Ness B. Shroff Yingbin Liang 35 0 0 02 Jun 2025
Test-Time Alignment of Discrete Diffusion Models with Sequential Monte Carlo Chinmay Pani Zijing Ou Yingzhen Li DiffM 65 0 0 28 May 2025
Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding Chengyue Wu Hao Zhang Shuchen Xue Zhijian Liu Shizhe Diao Ligeng Zhu Ping Luo Song Han Enze Xie 29 0 0 28 May 2025
A Convergence Theory for Diffusion Language Models: An Information-Theoretic Perspective Gen Li Changxiao Cai DiffM 29 0 0 27 May 2025
FUDOKI: Discrete Flow-based Unified Understanding and Generation via Kinetic-Optimal Velocities Jin Wang Yao Lai Aoxue Li Shifeng Zhang Jiacheng Sun Ning Kang Chengyue Wu Zhenguo Li Ping Luo 69 2 0 26 May 2025
Discrete Markov Bridge Hengli Li Yuxuan Wang Song-Chun Zhu Ying Nian Wu Zilong Zheng DiffM 69 0 0 26 May 2025
Variational Autoencoding Discrete Diffusion with Enhanced Dimensional Correlations Modeling Tianyu Xie Shuchen Xue Zijin Feng Tianyang Hu Jiacheng Sun Zhenguo Li Cheng Zhang DiffM 779 0 0 23 May 2025
Discrete Neural Flow Samplers with Locally Equivariant Transformer Zijing Ou Ruixiang Zhang Yingzhen Li 79 0 0 23 May 2025
LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning Zebin You Shen Nie Xiaolu Zhang Jun Hu Jun Zhou Zhiwu Lu J. Wen Chongxuan Li MLLM VLM 112 2 0 22 May 2025
ItDPDM: Information-Theoretic Discrete Poisson Diffusion Model Sagnik Bhattacharya Abhiram Gorle Ahmed Mohsin Ahsan Bilal Connor Ding Amit Kumar Singh Yadav DiffM 230 1 0 08 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 239 2 0 07 May 2025
Discrete Spatial Diffusion: Intensity-Preserving Diffusion Modeling Javier E. Santos Agnese Marcato Roman Colman Nicholas Lubbers Yen Ting Lin 207 0 0 03 May 2025
Target Concrete Score Matching: A Holistic Framework for Discrete Diffusion Ruixiang Zhang Shuangfei Zhai Yizhe Zhang James Thornton Zijing Ou Joshua M. Susskind Navdeep Jaitly DiffM 96 3 0 23 Apr 2025
Shushing! Let's Imagine an Authentic Speech from the Silent Video Jiaxin Ye Hongming Shan DiffM VGen 118 1 0 19 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 272 25 0 12 Mar 2025
Effective and Efficient Masked Image Generation Models Zebin You Jingyang Ou Xiaolu Zhang Jun Hu Jun Zhou Chongxuan Li DiffM VLM 113 3 0 10 Mar 2025
INFO-SEDD: Continuous Time Markov Chains as Scalable Information Metrics Estimators Alberto Foresti Giulio Franzese Pietro Michiardi 142 0 0 26 Feb 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 118 0 0 24 Feb 2025
Training-Free Guidance Beyond Differentiability: Scalable Path Steering with Tree Search in Diffusion and Flow Models Yingqing Guo Yukang Yang Hui Yuan Mengdi Wang 93 3 0 17 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 267 55 0 14 Feb 2025
Tractable Transformers for Flexible Conditional Generation Hoang Trung-Dung Xuejie Liu Dayuan Zhao Mathias Niepert Yitao Liang Guy Van den Broeck 78 0 0 11 Feb 2025
Solving Linear-Gaussian Bayesian Inverse Problems with Decoupled Diffusion Sequential Monte Carlo Filip Ekstrom Kelvinius Zheng Zhao Fredrik Lindsten DiffM 96 3 0 10 Feb 2025
Fine-Tuning Discrete Diffusion Models with Policy Gradient Methods Oussama Zekri Nicolas Boullé DiffM 151 4 0 03 Feb 2025
Simplified and Generalized Masked Diffusion for Discrete Data Jiaxin Shi Kehang Han Zehao Wang Arnaud Doucet Michalis K. Titsias DiffM 225 105 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 62 0 0 29 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 211 30 0 24 Oct 2024
Structure Language Models for Protein Conformation Generation Jiarui Lu Xiaoyin Chen Stephen Zhewen Lu Chence Shi Hongyu Guo Yoshua Bengio Xiangbo Shu DiffM 102 5 0 24 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 180 25 0 18 Oct 2024
Improving Vector-Quantized Image Modeling with Latent Consistency-Matching Diffusion Bac Nguyen and Chieh-Hsin Lai Yuhta Takida Naoki Murata Toshimitsu Uesaka Stefano Ermon Yuki Mitsufuji 103 0 0 18 Oct 2024
Fine-Tuning Discrete Diffusion Models via Reward Optimization with Applications to DNA and Protein Design Chenyu Wang Masatoshi Uehara Yichun He Amy Wang Tommaso Biancalani Avantika Lal Tommi Jaakkola Sergey Levine Hanchen Wang Aviv Regev 124 17 0 17 Oct 2024
Distillation of Discrete Diffusion through Dimensional Correlations Satoshi Hayakawa Yuhta Takida Masaaki Imaizumi Hiromi Wakaki Yuki Mitsufuji DiffM 172 4 0 11 Oct 2024
$$\textit{Jump Your Steps}$: Optimizing Sampling Schedule of Discrete Diffusion Models$ $\textit{Jump Your Steps}$ : Optimizing Sampling Schedule of Discrete Diffusion Models Yong-Hyun Park Chieh-Hsin Lai Satoshi Hayakawa Yuhta Takida Yuki Mitsufuji 93 7 0 10 Oct 2024
Think While You Generate: Discrete Diffusion with Planned Denoising Sulin Liu Juno Nam Andrew Campbell Hannes Stärk Yilun Xu Tommi Jaakkola Rafael Gómez-Bombarelli DiffM 150 11 0 08 Oct 2024
How Discrete and Continuous Diffusion Meet: Comprehensive Analysis of Discrete Diffusion Models via a Stochastic Integral Framework Yinuo Ren Haoxuan Chen Grant M. Rotskoff Lexing Ying 111 9 0 04 Oct 2024
Convergence of Score-Based Discrete Diffusion Models: A Discrete-Time Analysis Zikun Zhang Zixiang Chen Quanquan Gu DiffM 161 5 0 03 Oct 2024
SymmetricDiffusers: Learning Discrete Diffusion on Finite Symmetric Groups Yongxing Zhang Donglin Yang Renjie Liao DiffM 436 1 0 03 Oct 2024
Discrete Copula Diffusion Hoang Trung-Dung Oliver Broadrick Mathias Niepert Guy Van den Broeck DiffM 202 15 0 02 Oct 2024
Latent Diffusion Models for Controllable RNA Sequence Generation Kaixuan Huang Yukang Yang Kaidi Fu Yanyi Chu Le Cong Mengdi Wang 89 2 0 15 Sep 2024
Informed Correctors for Discrete Diffusion Models Yixiu Zhao Jiaxin Shi F. Chen Shaul Druckmann Lester W. Mackey Scott W. Linderman 133 15 0 30 Jul 2024
Piecewise deterministic generative models Andrea Bertazzi Alain Durmus Dario Shariatian Umut Simsekli Éric Moulines DiffM 58 1 0 28 Jul 2024
Discrete generative diffusion models without stochastic differential equations: a tensor network approach Luke Causer Grant M. Rotskoff J. P. Garrahan DiffM 98 2 0 15 Jul 2024
Promises, Outlooks and Challenges of Diffusion Language Modeling Justin Deschenaux Çağlar Gülçehre DiffM 82 3 0 17 Jun 2024
Simple and Effective Masked Diffusion Language Models Subham Sekhar Sahoo Marianne Arriola Yair Schiff Aaron Gokaslan Edgar Marroquin Justin T Chiu Alexander M. Rush Volodymyr Kuleshov DiffM 118 122 0 11 Jun 2024
Cometh: A continuous-time discrete-state graph diffusion model Antoine Siraudin Fragkiskos D. Malliaros Christopher Morris 72 6 0 10 Jun 2024
Your Absorbing Discrete Diffusion Secretly Models the Conditional Distributions of Clean Data Jingyang Ou Shen Nie Kaiwen Xue Fengqi Zhu Jiacheng Sun Zhenguo Li Chongxuan Li DiffM 156 54 0 06 Jun 2024
Unlocking Guidance for Discrete State-Space Diffusion and Flow Models Hunter Nisonoff Junhao Xiong Stephan Allenspach Jennifer Listgarten 165 44 0 03 Jun 2024