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Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning

Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning

18 October 2024
Jiacheng Ye
Jiahui Gao
Shansan Gong
Lin Zheng
Xin Jiang
Z. Li
Lingpeng Kong
    DiffM
    LRM
ArXivPDFHTML

Papers citing "Beyond Autoregression: Discrete Diffusion for Complex Reasoning and Planning"

12 / 12 papers shown
Title
Insertion Language Models: Sequence Generation with Arbitrary-Position Insertions
Insertion Language Models: Sequence Generation with Arbitrary-Position Insertions
Dhruvesh Patel
Aishwarya Sahoo
Avinash Amballa
Tahira Naseem
Tim G. J. Rudner
Andrew McCallum
KELM
47
0
0
09 May 2025
Planning with Diffusion Models for Target-Oriented Dialogue Systems
Planning with Diffusion Models for Target-Oriented Dialogue Systems
Hanwen Du
B. Peng
Xia Ning
25
0
0
23 Apr 2025
Roll the dice & look before you leap: Going beyond the creative limits of next-token prediction
Roll the dice & look before you leap: Going beyond the creative limits of next-token prediction
Vaishnavh Nagarajan
Chen Henry Wu
Charles Ding
Aditi Raghunathan
36
0
0
21 Apr 2025
d1: Scaling Reasoning in Diffusion Large Language Models via Reinforcement Learning
d1: Scaling Reasoning in Diffusion Large Language Models via Reinforcement Learning
Siyan Zhao
Devaansh Gupta
Qinqing Zheng
Aditya Grover
DiffM
LRM
AI4CE
42
2
0
16 Apr 2025
Teaching Large Language Models to Reason through Learning and Forgetting
Teaching Large Language Models to Reason through Learning and Forgetting
Tianwei Ni
Allen Nie
Sapana Chaudhary
Yao Liu
Huzefa Rangwala
Rasool Fakoor
ReLM
CLL
LRM
142
0
0
15 Apr 2025
Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More More
Arvid Frydenlund
LRM
48
0
0
13 Mar 2025
Constrained Language Generation with Discrete Diffusion Models
Michael Cardei
Jacob K Christopher
Thomas Hartvigsen
Brian Bartoldson
B. Kailkhura
Ferdinando Fioretto
DiffM
57
0
0
12 Mar 2025
Generative Trajectory Stitching through Diffusion Composition
Generative Trajectory Stitching through Diffusion Composition
Yunhao Luo
Utkarsh Aashu Mishra
Yilun Du
Danfei Xu
135
1
0
07 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
Implicit Search via Discrete Diffusion: A Study on Chess
Implicit Search via Discrete Diffusion: A Study on Chess
Jiacheng Ye
Zhenyu Wu
Jiahui Gao
Zhiyong Wu
Xin Jiang
Z. Li
Lingpeng Kong
DiffM
50
2
0
27 Feb 2025
Reversal Blessing: Thinking Backward May Outpace Thinking Forward in Multi-choice Questions
Reversal Blessing: Thinking Backward May Outpace Thinking Forward in Multi-choice Questions
Yizhe Zhang
Richard He Bai
Zijin Gu
Ruixiang Zhang
Jiatao Gu
Emmanuel Abbe
Samy Bengio
Navdeep Jaitly
LRM
BDL
67
1
0
25 Feb 2025
Diffusion Language Models Can Perform Many Tasks with Scaling and Instruction-Finetuning
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
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