Is On-Policy Data always the Best Choice for Direct Preference Optimization-based LM Alignment?
Fuente:
arXiv
Saved in:
| Main Authors: | Sun, Zetian, Li, Dongfang, Chen, Xuhui, Hu, Baotian, Zhang, Min |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Improving Value-based Process Verifier via Low-Cost Variance Reduction
by: Sun, Zetian, et al.
Published: (2025)
by: Sun, Zetian, et al.
Published: (2025)
In-Context Learning State Vector with Inner and Momentum Optimization
by: Li, Dongfang, et al.
Published: (2024)
by: Li, Dongfang, et al.
Published: (2024)
CMT: A Memory Compression Method for Continual Knowledge Learning of Large Language Models
by: Li, Dongfang, et al.
Published: (2024)
by: Li, Dongfang, et al.
Published: (2024)
Improving Attributed Text Generation of Large Language Models via Preference Learning
by: Li, Dongfang, et al.
Published: (2024)
by: Li, Dongfang, et al.
Published: (2024)
Improving Value-based Process Verifier via Structural Prior Injection
by: Sun, Zetian, et al.
Published: (2025)
by: Sun, Zetian, et al.
Published: (2025)
Stabilizing Long-term Multi-turn Reinforcement Learning with Gated Rewards
by: Sun, Zetian, et al.
Published: (2025)
by: Sun, Zetian, et al.
Published: (2025)
LycheeDecode: Accelerating Long-Context LLM Inference via Hybrid-Head Sparse Decoding
by: Lin, Gang, et al.
Published: (2026)
by: Lin, Gang, et al.
Published: (2026)
Dynamic Long Context Reasoning over Compressed Memory via End-to-End Reinforcement Learning
by: Chen, Zhuoen, et al.
Published: (2026)
by: Chen, Zhuoen, et al.
Published: (2026)
Temporal Knowledge Question Answering via Abstract Reasoning Induction
by: Chen, Ziyang, et al.
Published: (2023)
by: Chen, Ziyang, et al.
Published: (2023)
LycheeCluster: Efficient Long-Context Inference with Structure-Aware Chunking and Hierarchical KV Indexing
by: Li, Dongfang, et al.
Published: (2026)
by: Li, Dongfang, et al.
Published: (2026)
SelectIT: Selective Instruction Tuning for LLMs via Uncertainty-Aware Self-Reflection
by: Liu, Liangxin, et al.
Published: (2024)
by: Liu, Liangxin, et al.
Published: (2024)
ICDPO: Effectively Borrowing Alignment Capability of Others via In-context Direct Preference Optimization
by: Song, Feifan, et al.
Published: (2024)
by: Song, Feifan, et al.
Published: (2024)
KaLM-Embedding: Superior Training Data Brings A Stronger Embedding Model
by: Hu, Xinshuo, et al.
Published: (2025)
by: Hu, Xinshuo, et al.
Published: (2025)
Preference Ranking Optimization for Human Alignment
by: Song, Feifan, et al.
Published: (2023)
by: Song, Feifan, et al.
Published: (2023)
Token-level Direct Preference Optimization
by: Zeng, Yongcheng, et al.
Published: (2024)
by: Zeng, Yongcheng, et al.
Published: (2024)
Personalized Group Relative Policy Optimization for Heterogenous Preference Alignment
by: Wang, Jialu, et al.
Published: (2026)
by: Wang, Jialu, et al.
Published: (2026)
WindowsWorld: A Process-Centric Benchmark of Autonomous GUI Agents in Professional Cross-Application Environments
by: Li, Jinchao, et al.
Published: (2026)
by: Li, Jinchao, et al.
Published: (2026)
Towards Robust Alignment of Language Models: Distributionally Robustifying Direct Preference Optimization
by: Wu, Junkang, et al.
Published: (2024)
by: Wu, Junkang, et al.
Published: (2024)
PA-RAG: RAG Alignment via Multi-Perspective Preference Optimization
by: Wu, Jiayi, et al.
Published: (2024)
by: Wu, Jiayi, et al.
Published: (2024)
Northeastern Uni at Multilingual Counterspeech Generation: Enhancing Counter Speech Generation with LLM Alignment through Direct Preference Optimization
by: Wadhwa, Sahil, et al.
Published: (2024)
by: Wadhwa, Sahil, et al.
Published: (2024)
Uni-DPO: A Unified Paradigm for Dynamic Preference Optimization of LLMs
by: Peng, Shangpin, et al.
Published: (2025)
by: Peng, Shangpin, et al.
Published: (2025)
Orthogonal Finetuning for Direct Preference Optimization
by: Yang, Chenxu, et al.
Published: (2024)
by: Yang, Chenxu, et al.
Published: (2024)
Controllable Preference Optimization: Toward Controllable Multi-Objective Alignment
by: Guo, Yiju, et al.
Published: (2024)
by: Guo, Yiju, et al.
Published: (2024)
Beyond Chunking: Discourse-Aware Hierarchical Retrieval for Long Document Question Answering
by: Chen, Huiyao, et al.
Published: (2025)
by: Chen, Huiyao, et al.
Published: (2025)
SudoLM: Learning Access Control of Parametric Knowledge with Authorization Alignment
by: Liu, Qin, et al.
Published: (2024)
by: Liu, Qin, et al.
Published: (2024)
Correcting the Mythos of KL-Regularization: Direct Alignment without Overoptimization via Chi-Squared Preference Optimization
by: Huang, Audrey, et al.
Published: (2024)
by: Huang, Audrey, et al.
Published: (2024)
Knowledgeable Preference Alignment for LLMs in Domain-specific Question Answering
by: Zhang, Yichi, et al.
Published: (2023)
by: Zhang, Yichi, et al.
Published: (2023)
Disentangling Preference Representation and Text Generation for Efficient Individual Preference Alignment
by: Zhang, Jianfei, et al.
Published: (2024)
by: Zhang, Jianfei, et al.
Published: (2024)
SDPO: Segment-Level Direct Preference Optimization for Social Agents
by: Kong, Aobo, et al.
Published: (2025)
by: Kong, Aobo, et al.
Published: (2025)
Spread Preference Annotation: Direct Preference Judgment for Efficient LLM Alignment
by: Kim, Dongyoung, et al.
Published: (2024)
by: Kim, Dongyoung, et al.
Published: (2024)
Self-Play Preference Optimization for Language Model Alignment
by: Wu, Yue, et al.
Published: (2024)
by: Wu, Yue, et al.
Published: (2024)
Enhancing Multilingual Counterfactual Generation through Alignment-as-Preference Optimization
by: Wang, Yilong, et al.
Published: (2026)
by: Wang, Yilong, et al.
Published: (2026)
Not All Preferences are What You Need for Post-Training: Selective Alignment Strategy for Preference Optimization
by: Dong, Zhijin
Published: (2025)
by: Dong, Zhijin
Published: (2025)
VideoVista: A Versatile Benchmark for Video Understanding and Reasoning
by: Li, Yunxin, et al.
Published: (2024)
by: Li, Yunxin, et al.
Published: (2024)
Filtered Direct Preference Optimization
by: Morimura, Tetsuro, et al.
Published: (2024)
by: Morimura, Tetsuro, et al.
Published: (2024)
Direct Preference Optimization with an Offset
by: Amini, Afra, et al.
Published: (2024)
by: Amini, Afra, et al.
Published: (2024)
Adversarial Preference Optimization: Enhancing Your Alignment via RM-LLM Game
by: Cheng, Pengyu, et al.
Published: (2023)
by: Cheng, Pengyu, et al.
Published: (2023)
Arithmetic Control of LLMs for Diverse User Preferences: Directional Preference Alignment with Multi-Objective Rewards
by: Wang, Haoxiang, et al.
Published: (2024)
by: Wang, Haoxiang, et al.
Published: (2024)
Clean First, Align Later: Benchmarking Preference Data Cleaning for Reliable LLM Alignment
by: Yeh, Samuel, et al.
Published: (2025)
by: Yeh, Samuel, et al.
Published: (2025)
PMMT: Preference Alignment in Multilingual Machine Translation via LLM Distillation
by: Sun, Shuqiao, et al.
Published: (2024)
by: Sun, Shuqiao, et al.
Published: (2024)
Similar Items
-
Improving Value-based Process Verifier via Low-Cost Variance Reduction
by: Sun, Zetian, et al.
Published: (2025) -
In-Context Learning State Vector with Inner and Momentum Optimization
by: Li, Dongfang, et al.
Published: (2024) -
CMT: A Memory Compression Method for Continual Knowledge Learning of Large Language Models
by: Li, Dongfang, et al.
Published: (2024) -
Improving Attributed Text Generation of Large Language Models via Preference Learning
by: Li, Dongfang, et al.
Published: (2024) -
Improving Value-based Process Verifier via Structural Prior Injection
by: Sun, Zetian, et al.
Published: (2025)