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Diffusion Beats Autoregressive in Data-Constrained Settings
21 July 2025
Mihir Prabhudesai
Menging Wu
Amir Zadeh
Katerina Fragkiadaki
Deepak Pathak
DiffM
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Papers citing
"Diffusion Beats Autoregressive in Data-Constrained Settings"
11 / 11 papers shown
From Bits to Rounds: Parallel Decoding with Exploration for Diffusion Language Models
Hengyu Fu
Baihe Huang
Virginia Adams
Charles Wang
Venkat Srinivasan
Jiantao Jiao
237
3
0
26 Nov 2025
Encoder-Decoder Diffusion Language Models for Efficient Training and Inference
Marianne Arriola
Yair Schiff
Hao Phung
Aaron Gokaslan
Volodymyr Kuleshov
146
1
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
149
1
0
22 Oct 2025
Closing the Data-Efficiency Gap Between Autoregressive and Masked Diffusion LLMs
Xu Pan
Ely Hahami
Jingxuan Fan
Ziqian Xie
H. Sompolinsky
215
1
0
10 Oct 2025
RFG: Test-Time Scaling for Diffusion Large Language Model Reasoning with Reward-Free Guidance
Tianlang Chen
Minkai Xu
Jure Leskovec
Stefano Ermon
LRM
AI4CE
151
2
0
29 Sep 2025
Double Descent as a Lens for Sample Efficiency in Autoregressive vs. Discrete Diffusion Models
Ahmad Fraij
Sam Dauncey
DiffM
119
0
0
29 Sep 2025
DiffTester: Accelerating Unit Test Generation for Diffusion LLMs via Repetitive Pattern
Lekang Yang
Yuetong Liu
Yitong Zhang
Jia Li
197
1
0
29 Sep 2025
Pre-training under infinite compute
Konwoo Kim
Suhas Kotha
Abigail Z. Jacobs
Tatsunori Hashimoto
243
5
0
18 Sep 2025
DreamControl: Human-Inspired Whole-Body Humanoid Control for Scene Interaction via Guided Diffusion
Dvij Kalaria
Sudarshan Harithas
Pushkal Katara
Sangkyung Kwak
Sarthak Bhagat
S. Shankar Sastry
Srinath Sridhar
Sai H. Vemprala
Ashish Kapoor
Jonathan Huang
270
3
0
17 Sep 2025
Inpainting-Guided Policy Optimization for Diffusion Large Language Models
Siyan Zhao
Mengchen Liu
Jing Huang
M. Liu
Chenyu Wang
...
Yuandong Tian
Guan Pang
Sean Bell
Aditya Grover
Feiyu Chen
AI4CE
130
7
0
12 Sep 2025
Discrete Diffusion in Large Language and Multimodal Models: A Survey
Runpeng Yu
Qi Li
Xinchao Wang
DiffM
AI4CE
540
26
0
16 Jun 2025
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