Dream 7B: Diffusion Large Language Models

21 August 2025

Papers citing "Dream 7B: Diffusion Large Language Models"

50 / 61 papers shown

Title
Fast-Decoding Diffusion Language Models via Progress-Aware Confidence Schedules Amr Mohamed Yang Zhang Michalis Vazirgiannis Guokan Shang AI4CE 92 0 0 02 Dec 2025
From Bits to Rounds: Parallel Decoding with Exploration for Diffusion Language Models Hengyu Fu Baihe Huang Virginia Adams Charles Wang Venkat Srinivasan Jiantao Jiao 182 0 0 26 Nov 2025
Masks Can Be Distracting: On Context Comprehension in Diffusion Language Models Julianna Piskorz Cristina Pinneri Alvaro H.C. Correia Motasem Alfarra Risheek Garrepalli Christos Louizos DiffM 146 0 0 26 Nov 2025
Beyond Confidence: Adaptive and Coherent Decoding for Diffusion Language Models Kecheng Chen Ziru Liu Xijia Tao Hui Liu Xinyu Fu Suiyun Zhang Dandan Tu Lingpeng Kong Rui Liu Haoliang Li DiffM 252 0 0 26 Nov 2025
Demystifying Diffusion Objectives: Reweighted Losses are Better Variational Bounds Jiaxin Shi Michalis K. Titsias DiffM 214 0 0 24 Nov 2025
CDLM: Consistency Diffusion Language Models For Faster Sampling Minseo Kim Chenfeng Xu Coleman Hooper Harman Singh Ben Athiwaratkun Ce Zhang Kurt Keutzer Amir Gholami 164 0 0 24 Nov 2025
Orchestrating Dual-Boundaries: An Arithmetic Intensity Inspired Acceleration Framework for Diffusion Language Models Linye Wei Wenjue Chen Pingzhi Tang Xiaotian Guo Le Ye Runsheng Wang Meng Li AI4CE 65 0 0 24 Nov 2025
PartDiffuser: Part-wise 3D Mesh Generation via Discrete Diffusion Yichen Yang Hong Li Haodong Zhu L. Yang Guojun Lei Sheng Xu Baochang Zhang DiffM 88 0 0 24 Nov 2025
Bringing Stability to Diffusion: Decomposing and Reducing Variance of Training Masked Diffusion Models Mengni Jia Mengyu Zhou Yihao Liu Xiaoxi Jiang Guanjun Jiang 78 0 0 22 Nov 2025
A Comprehensive Study on Visual Token Redundancy for Discrete Diffusion-based Multimodal Large Language Models Duo Li Zuhao Yang Xiaoqin Zhang Ling Shao Shijian Lu VLM 137 1 0 19 Nov 2025
Breaking the Bottleneck with DiffuApriel: High-Throughput Diffusion LMs with Mamba Backbone Vaibhav Singh Oleksiy Ostapenko Pierre-Andre Noel Torsten Scholak Mamba AI4CE 392 0 0 19 Nov 2025
Reasoning in Diffusion Large Language Models is Concentrated in Dynamic Confusion Zones Ranfei Chen Ming Chen Kaifei Wang DiffM AI4CE LRM 165 0 0 19 Nov 2025
Diffusion Language Models are Super Data Learners Jinjie Ni Qian Liu Longxu Dou Chao Du Zili Wang Hang Yan Tianyu Pang Michael Shieh AI4CE 133 9 0 05 Nov 2025
Lookahead Unmasking Elicits Accurate Decoding in Diffusion Language Models Sanghyun Lee Seungryong Kim Jongho Park D. Park 103 1 0 04 Nov 2025
StreetMath: Study of LLMs' Approximation Behaviors Chiung-Yi Tseng Somshubhra Roy Maisha Thasin Danyang Zhang Blessing Effiong LRM 100 1 0 27 Oct 2025
CANDI: Hybrid Discrete-Continuous Diffusion Models Patrick Pynadath Jiaxin Shi Ruqi Zhang DiffM 159 1 0 26 Oct 2025
Aligning Diffusion Language Models via Unpaired Preference Optimization Vaibhav Jindal Hejian Sang Chun-Mao Lai Yanning Chen Zhipeng Wang 156 0 0 26 Oct 2025
No Compute Left Behind: Rethinking Reasoning and Sampling with Masked Diffusion Models Zachary Horvitz Raghav Singhal Hao Zou Carles Domingo-Enrich Zhou Yu Rajesh Ranganath Kathleen McKeown LRM 133 0 0 22 Oct 2025
From Denoising to Refining: A Corrective Framework for Vision-Language Diffusion Model Yatai Ji Teng Wang Yuying Ge Zhiheng Liu Sidi Yang Y. Shan Ping Luo DiffM VLM 152 1 0 22 Oct 2025
Saber: An Efficient Sampling with Adaptive Acceleration and Backtracking Enhanced Remasking for Diffusion Language Model Yihong Dong Zhaoyu Ma Xue Jiang Zhiyuan Fan Jiaru Qian ... Rongyu Cao B. Li Fei Huang Yongbin Li Ge Li 112 3 0 20 Oct 2025
Soft-Masked Diffusion Language Models Michael Hersche Samuel Moor-Smith Thomas Hofmann Abbas Rahimi 260 0 0 20 Oct 2025
Planner and Executor: Collaboration between Discrete Diffusion And Autoregressive Models in Reasoning Lina Berrayana Ahmed Heakl Muhammad Abdullah Sohail Thomas Hofmann Salman Khan Wei Chen 160 0 0 17 Oct 2025
NExT-OMNI: Towards Any-to-Any Omnimodal Foundation Models with Discrete Flow Matching Run Luo Xiaobo Xia Lu Wang Longze Chen Renke Shan Jing Luo Min Yang Tat-Seng Chua VGen 224 4 0 15 Oct 2025
Latent Refinement Decoding: Enhancing Diffusion-Based Language Models by Refining Belief States Qinglin Zhu Yizhen Yao Runcong Zhao Yanzheng Xiang Amrutha Saseendran Chen Jin Philip Teare Bin Liang Yulan He Lin Gui DiffM 153 0 0 13 Oct 2025
UltraLLaDA: Scaling the Context Length to 128K for Diffusion Large Language Models Guangxin He Shen Nie Fengqi Zhu Yuankang Zhao Tianyi Bai Ran Yan Jie Fu Chongxuan Li Binhang Yuan 88 4 0 12 Oct 2025
Beyond Surface Reasoning: Unveiling the True Long Chain-of-Thought Capacity of Diffusion Large Language Models Qiguang Chen Hanjing Li L. Qin Dengyun Peng Jinhao Liu Jiangyi Wang Chengyue Wu Xie Chen Yantao Du Wanxiang Che LRM AI4CE 137 1 0 10 Oct 2025
Closing the Data-Efficiency Gap Between Autoregressive and Masked Diffusion LLMs Xu Pan Ely Hahami Jingxuan Fan Ziqian Xie H. Sompolinsky 120 0 0 10 Oct 2025
Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization Y. Zhu Wei Guo Jaemoo Choi Petr Molodyk Bo Yuan Molei Tao Yongxin Chen LRM 161 4 0 09 Oct 2025
Guided Star-Shaped Masked Diffusion Viacheslav Meshchaninov Egor Shibaev Artem Makoian Ivan Klimov Danil Sheshenya A. Malinin Nikita Balagansky Daniil Gavrilov Aibek Alanov Dmitry Vetrov DiffM 136 1 0 09 Oct 2025
Next Semantic Scale Prediction via Hierarchical Diffusion Language Models Cai Zhou Chenyu Wang Dinghuai Zhang Shangyuan Tong Yifei Wang Stephen Bates Tommi Jaakkola 120 0 0 08 Oct 2025
AudioMarathon: A Comprehensive Benchmark for Long-Context Audio Understanding and Efficiency in Audio LLMs Peize He Zichen Wen Yubo Wang Y. Wang Xiaoqian Liu ... Zhifei Liu Weijia Li C. Wang Conghui He Linfeng Zhang AuLLM 167 3 0 08 Oct 2025
A Hierarchical Geometry-guided Transformer for Histological Subtyping of Primary Liver Cancer Anwen Lu Mingxin Liu Yiping Jiao Hongyi Gong Geyang Xu Jun Chen Jun Xu 141 0 0 07 Oct 2025
Test-Time Scaling in Diffusion LLMs via Hidden Semi-Autoregressive Experts Jihoon Lee Hoyeon Moon Kevin Zhai Arun Kumar Chithanar Anit Kumar Sahu S. Kar Chul Lee Souradip Chakraborty Amrit Singh Bedi DiffM 184 0 0 06 Oct 2025
Integrating Bayesian methods with neural network--based model predictive control: a review Asli Karacelik 112 0 0 06 Oct 2025
LaDiR: Latent Diffusion Enhances LLMs for Text Reasoning Haoqiang Kang Y. Zhang Nikki Lijing Kuang Nicklas Majamaki Navdeep Jaitly Yi-An Ma Lianhui Qin LRM 532 0 0 06 Oct 2025
Rainbow Padding: Mitigating Early Termination in Instruction-Tuned Diffusion LLMs Bumjun Kim Dongjae Jeon Dueun Kim Wonje Jeung Albert No 121 0 0 04 Oct 2025
Coevolutionary Continuous Discrete Diffusion: Make Your Diffusion Language Model a Latent Reasoner Cai Zhou Chenxiao Yang Yi Hu Chenyu Wang Chubin Zhang Muhan Zhang Lester Mackey Tommi Jaakkola Stephen Bates Dinghuai Zhang 137 4 0 03 Oct 2025
DiFFPO: Training Diffusion LLMs to Reason Fast and Furious via Reinforcement Learning Hanyang Zhao Dawen Liang Wenpin Tang David Yao Nathan Kallus 168 1 0 02 Oct 2025
Toward Safer Diffusion Language Models: Discovery and Mitigation of Priming Vulnerability Shojiro Yamabe Jun Sakuma AAML 120 0 0 01 Oct 2025
Fast-dLLM v2: Efficient Block-Diffusion LLM Chengyue Wu Hao Zhang Shuchen Xue Shizhe Diao Y. Fu Zhijian Liu Pavlo Molchanov Ping Luo Song Han Enze Xie AI4CE 146 10 0 30 Sep 2025
Free Draft-and-Verification: Toward Lossless Parallel Decoding for Diffusion Large Language Models Shutong Wu Jiawei Zhang DiffM 275 1 0 30 Sep 2025
TraceDet: Hallucination Detection from the Decoding Trace of Diffusion Large Language Models Shenxu Chang Junchi Yu Weixing Wang Yongqiang Chen Jialin Yu Philip Torr Jindong Gu HILM 124 0 0 30 Sep 2025
DiffTester: Accelerating Unit Test Generation for Diffusion LLMs via Repetitive Pattern Lekang Yang Yuetong Liu Yitong Zhang Jia Li 164 1 0 29 Sep 2025
DiffuGuard: How Intrinsic Safety is Lost and Found in Diffusion Large Language Models Zherui Li Zheng Nie Zhenhong Zhou Yufei Guo Yue Liu Y. Zhang Yu Cheng Qingsong Wen Kun Wang Jiaheng Zhang AAML 127 0 0 29 Sep 2025
Learning to Parallel: Accelerating Diffusion Large Language Models via Learnable Parallel Decoding Wenrui Bao Zhiben Chen Dan Xu Yuzhang Shang 164 0 0 29 Sep 2025
Taming Masked Diffusion Language Models via Consistency Trajectory Reinforcement Learning with Fewer Decoding Step Jingyi Yang Guanxu Chen Xuhao Hu Jing Shao 152 3 0 28 Sep 2025
Training Optimal Large Diffusion Language Models Jinjie Ni Qian Liu Chao Du Longxu Dou Hang Yan Zili Wang Tianyu Pang Michael Shieh ALM AI4CE 230 8 0 28 Sep 2025
d $^2$ Cache: Accelerating Diffusion-Based LLMs via Dual Adaptive Caching Yuchu Jiang Yue Cai Xiangzhong Luo Jiale Fu Jiarui Wang Chonghan Liu Xu Yang 84 6 0 27 Sep 2025
CoDA: Coding LM via Diffusion Adaptation H. Chen Shiyu Wang Can Qin B. Pang Zuxin Liu ... Shelby Heinecke Silvio Savarese Caiming Xiong Huan Wang Weiran Yao DiffM 92 0 0 27 Sep 2025
Quant-dLLM: Post-Training Extreme Low-Bit Quantization for Diffusion Large Language Models Tianao Zhang Zhiteng Li Xianglong Yan Haotong Qin Yong Guo Yulun Zhang MQ 105 0 0 27 Sep 2025