$β$-DPO: Direct Preference Optimization with Dynamic $β$
Fuente:
arXiv
Saved in:
| Main Authors: | Wu, Junkang, Xie, Yuexiang, Yang, Zhengyi, Wu, Jiancan, Gao, Jinyang, Ding, Bolin, Wang, Xiang, He, Xiangnan |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
AlphaDPO: Adaptive Reward Margin for Direct Preference Optimization
by: Wu, Junkang, et al.
Published: (2024)
by: Wu, Junkang, et al.
Published: (2024)
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)
RePO: Understanding Preference Learning Through ReLU-Based Optimization
by: Wu, Junkang, et al.
Published: (2025)
by: Wu, Junkang, et al.
Published: (2025)
Larger or Smaller Reward Margins to Select Preferences for Alignment?
by: Huang, Kexin, et al.
Published: (2025)
by: Huang, Kexin, et al.
Published: (2025)
Quantile Advantage Estimation: Stabilizing RLVR for LLM Reasoning
by: Wu, Junkang, et al.
Published: (2025)
by: Wu, Junkang, et al.
Published: (2025)
On the Direction of RLVR Updates for LLM Reasoning: Identification and Exploitation
by: Huang, Kexin, et al.
Published: (2026)
by: Huang, Kexin, et al.
Published: (2026)
$ξ$-DPO: Direct Preference Optimization via Ratio Reward Margin
by: Fan, Zhengyuan, et al.
Published: (2026)
by: Fan, Zhengyuan, et al.
Published: (2026)
MLLMEraser: Achieving Test-Time Unlearning in Multimodal Large Language Models through Activation Steering
by: Ding, Chenlu, et al.
Published: (2025)
by: Ding, Chenlu, et al.
Published: (2025)
C2-DPO: Constrained Controlled Direct Preference Optimization
by: Asadi, Kavosh, et al.
Published: (2025)
by: Asadi, Kavosh, et al.
Published: (2025)
Unified Parameter-Efficient Unlearning for LLMs
by: Ding, Chenlu, et al.
Published: (2024)
by: Ding, Chenlu, et al.
Published: (2024)
Online DPO: Online Direct Preference Optimization with Fast-Slow Chasing
by: Qi, Biqing, et al.
Published: (2024)
by: Qi, Biqing, et al.
Published: (2024)
ActiveDPO: Active Direct Preference Optimization for Sample-Efficient Alignment
by: Lin, Xiaoqiang, et al.
Published: (2025)
by: Lin, Xiaoqiang, et al.
Published: (2025)
SafeDPO: A Simple Approach to Direct Preference Optimization with Enhanced Safety
by: Kim, Geon-Hyeong, et al.
Published: (2025)
by: Kim, Geon-Hyeong, et al.
Published: (2025)
Tree-based Models for Vertical Federated Learning: A Survey
by: Qian, Bingchen, et al.
Published: (2025)
by: Qian, Bingchen, et al.
Published: (2025)
On-Policy RL Meets Off-Policy Experts: Harmonizing Supervised Fine-Tuning and Reinforcement Learning via Dynamic Weighting
by: Zhang, Wenhao, et al.
Published: (2025)
by: Zhang, Wenhao, et al.
Published: (2025)
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)
Output Scaling: YingLong-Delayed Chain of Thought in a Large Pretrained Time Series Forecasting Model
by: Wang, Xue, et al.
Published: (2025)
by: Wang, Xue, et al.
Published: (2025)
EnerBridge-DPO: Energy-Guided Protein Inverse Folding with Markov Bridges and Direct Preference Optimization
by: Rong, Dingyi, et al.
Published: (2025)
by: Rong, Dingyi, et al.
Published: (2025)
Mix- and MoE-DPO: A Variational Inference Approach to Direct Preference Optimization
by: Bohne, Jason, et al.
Published: (2025)
by: Bohne, Jason, et al.
Published: (2025)
On Negative-aware Preference Optimization for Recommendation
by: Ding, Chenlu, et al.
Published: (2025)
by: Ding, Chenlu, et al.
Published: (2025)
bi-GRPO: Bidirectional Optimization for Jailbreak Backdoor Injection on LLMs
by: Ji, Wence, et al.
Published: (2025)
by: Ji, Wence, et al.
Published: (2025)
DiffsFormer: A Diffusion Transformer on Stock Factor Augmentation
by: Gao, Yuan, et al.
Published: (2024)
by: Gao, Yuan, et al.
Published: (2024)
Agent-Oriented Planning in Multi-Agent Systems
by: Li, Ao, et al.
Published: (2024)
by: Li, Ao, et al.
Published: (2024)
Margin Adaptive DPO: Leveraging Reward Model for Granular Control in Preference Optimization
by: Rho, Hyung Gyu
Published: (2025)
by: Rho, Hyung Gyu
Published: (2025)
Adaptive Self-supervised Robust Clustering for Unstructured Data with Unknown Cluster Number
by: Ding, Chen-Lu, et al.
Published: (2024)
by: Ding, Chen-Lu, et al.
Published: (2024)
Sem-DPO: Mitigating Semantic Inconsistency in Preference Optimization for Prompt Engineering
by: Mohamed, Anas, et al.
Published: (2025)
by: Mohamed, Anas, et al.
Published: (2025)
Invariant Graph Learning Meets Information Bottleneck for Out-of-Distribution Generalization
by: Mao, Wenyu, et al.
Published: (2024)
by: Mao, Wenyu, et al.
Published: (2024)
Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs
by: Lai, Xin, et al.
Published: (2024)
by: Lai, Xin, et al.
Published: (2024)
VideoDPO: Omni-Preference Alignment for Video Diffusion Generation
by: Liu, Runtao, et al.
Published: (2024)
by: Liu, Runtao, et al.
Published: (2024)
Intelligently Weighting Multiple Reference Models for Direct Preference Optimization of LLMs
by: Wu, Skyler, et al.
Published: (2025)
by: Wu, Skyler, et al.
Published: (2025)
Aligning CodeLLMs with Direct Preference Optimization
by: Miao, Yibo, et al.
Published: (2024)
by: Miao, Yibo, et al.
Published: (2024)
Multi-Preference Optimization: Generalizing DPO via Set-Level Contrasts
by: Gupta, Taneesh, et al.
Published: (2024)
by: Gupta, Taneesh, et al.
Published: (2024)
Curriculum-DPO++: Direct Preference Optimization via Data and Model Curricula for Text-to-Image Generation
by: Croitoru, Florinel-Alin, et al.
Published: (2026)
by: Croitoru, Florinel-Alin, et al.
Published: (2026)
Orthogonal Finetuning for Direct Preference Optimization
by: Yang, Chenxu, et al.
Published: (2024)
by: Yang, Chenxu, et al.
Published: (2024)
ADPO: Anchored Direct Preference Optimization
by: Zixian, Wang
Published: (2025)
by: Zixian, Wang
Published: (2025)
Continuous-Utility Direct Preference Optimization
by: Mohsin, Muhammad Ahmed, et al.
Published: (2026)
by: Mohsin, Muhammad Ahmed, et al.
Published: (2026)
DPO Kernels: A Semantically-Aware, Kernel-Enhanced, and Divergence-Rich Paradigm for Direct Preference Optimization
by: Das, Amitava, et al.
Published: (2025)
by: Das, Amitava, et al.
Published: (2025)
Towards Disentangled Preference Optimization Dynamics: Suppress the Loser, Preserve the Winner
by: Chen, Wei, et al.
Published: (2026)
by: Chen, Wei, et al.
Published: (2026)
RS-DPO: A Hybrid Rejection Sampling and Direct Preference Optimization Method for Alignment of Large Language Models
by: Khaki, Saeed, et al.
Published: (2024)
by: Khaki, Saeed, et al.
Published: (2024)
Delayed Feedback Modeling with Influence Functions
by: Ding, Chenlu, et al.
Published: (2025)
by: Ding, Chenlu, et al.
Published: (2025)
Similar Items
-
AlphaDPO: Adaptive Reward Margin for Direct Preference Optimization
by: Wu, Junkang, et al.
Published: (2024) -
Towards Robust Alignment of Language Models: Distributionally Robustifying Direct Preference Optimization
by: Wu, Junkang, et al.
Published: (2024) -
RePO: Understanding Preference Learning Through ReLU-Based Optimization
by: Wu, Junkang, et al.
Published: (2025) -
Larger or Smaller Reward Margins to Select Preferences for Alignment?
by: Huang, Kexin, et al.
Published: (2025) -
Quantile Advantage Estimation: Stabilizing RLVR for LLM Reasoning
by: Wu, Junkang, et al.
Published: (2025)