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Reward Collapse in Aligning Large Language Models

Reward Collapse in Aligning Large Language Models

Ziang Song
Tianle Cai
Jason D. Lee
Weijie J. Su
    ALM
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Papers citing "Reward Collapse in Aligning Large Language Models"

4 / 4 papers shown
Title
Contextual Online Uncertainty-Aware Preference Learning for Human Feedback
Contextual Online Uncertainty-Aware Preference Learning for Human Feedback
Nan Lu
Ethan X. Fang
Junwei Lu
420
0
0
27 Apr 2025
Simplify RLHF as Reward-Weighted SFT: A Variational Method
Simplify RLHF as Reward-Weighted SFT: A Variational Method
Yuhao Du
Zehan Li
Pengyu Cheng
Zhihong Chen
Yuejiao Xie
Xiang Wan
Anningzhe Gao
115
1
0
20 Feb 2025
PAFT: A Parallel Training Paradigm for Effective LLM Fine-Tuning
PAFT: A Parallel Training Paradigm for Effective LLM Fine-Tuning
Shiva K. Pentyala
Zhichao Wang
Bin Bi
Kiran Ramnath
Xiang-Bo Mao
Regunathan Radhakrishnan
S. Asur
Na
Cheng
MoMe
49
8
0
25 Jun 2024
Leftover Lunch: Advantage-based Offline Reinforcement Learning for Language Models
Leftover Lunch: Advantage-based Offline Reinforcement Learning for Language Models
Ashutosh Baheti
Ximing Lu
Faeze Brahman
Ronan Le Bras
Maarten Sap
Mark O. Riedl
114
10
0
24 May 2023

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