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2508.00819
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Beyond Fixed: Training-Free Variable-Length Denoising for Diffusion Large Language Models
1 August 2025
Jinsong Li
Xiaoyi Dong
Yuhang Zang
Yuhang Cao
Jiaqi Wang
Dahua Lin
DiffM
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HuggingFace (58 upvotes)
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Papers citing
"Beyond Fixed: Training-Free Variable-Length Denoising for Diffusion Large Language Models"
9 / 9 papers shown
dVLM-AD: Enhance Diffusion Vision-Language-Model for Driving via Controllable Reasoning
Yingzi Ma
Yulong Cao
Wenhao Ding
Shuibai Zhang
Yan Wang
Boris Ivanovic
Ming Jiang
Marco Pavone
Chaowei Xiao
VLM
LRM
197
2
0
04 Dec 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
207
1
0
26 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
155
1
0
19 Nov 2025
STAR-Bench: Probing Deep Spatio-Temporal Reasoning as Audio 4D Intelligence
Zihan Liu
Zhikang Niu
Qiuyang Xiao
Zhisheng Zheng
Ruoqi Yuan
...
Jianze Liang
Xie Chen
Leilei Sun
Dahua Lin
Jiaqi Wang
AuLLM
LRM
477
3
0
28 Oct 2025
Finish First, Perfect Later: Test-Time Token-Level Cross-Validation for Diffusion Large Language Models
Runchu Tian
Junxia Cui
Xueqiang Xu
Feng Yao
Jingbo Shang
153
1
0
06 Oct 2025
DiffTester: Accelerating Unit Test Generation for Diffusion LLMs via Repetitive Pattern
Lekang Yang
Yuetong Liu
Yitong Zhang
Jia Li
189
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
143
0
0
29 Sep 2025
CapRL: Stimulating Dense Image Caption Capabilities via Reinforcement Learning
Long Xing
Xiaoyi Dong
Yuhang Zang
Yuhang Cao
Jianze Liang
Qidong Huang
Jiaqi Wang
Feng Wu
Dahua Lin
OffRL
VLM
135
5
0
26 Sep 2025
Discrete Diffusion in Large Language and Multimodal Models: A Survey
Runpeng Yu
Qi Li
Xinchao Wang
DiffM
AI4CE
519
25
0
16 Jun 2025
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