When Preferences Diverge: Aligning Diffusion Models with Minority-Aware Adaptive DPO
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Lingfan, Liu, Chen, Xu, Chengming, Hu, Kai, Luo, Donghao, Wang, Chengjie, Fu, Yanwei, Yao, Yuan |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
ArtWeaver: Advanced Dynamic Style Integration via Diffusion Model
by: Xu, Chengming, et al.
Published: (2024)
by: Xu, Chengming, et al.
Published: (2024)
FFP-300K: Scaling First-Frame Propagation for Generalizable Video Editing
by: Huang, Xijie, et al.
Published: (2026)
by: Huang, Xijie, et al.
Published: (2026)
CrossVTON: Mimicking the Logic Reasoning on Cross-category Virtual Try-on guided by Tri-zone Priors
by: Luo, Donghao, et al.
Published: (2025)
by: Luo, Donghao, et al.
Published: (2025)
SwiftVideo: A Unified Framework for Few-Step Video Generation through Trajectory-Distribution Alignment
by: Sun, Yanxiao, et al.
Published: (2025)
by: Sun, Yanxiao, et al.
Published: (2025)
CustAny: Customizing Anything from A Single Example
by: Kong, Lingjie, et al.
Published: (2024)
by: Kong, Lingjie, et al.
Published: (2024)
FitDiT: Advancing the Authentic Garment Details for High-fidelity Virtual Try-on
by: Jiang, Boyuan, et al.
Published: (2024)
by: Jiang, Boyuan, et al.
Published: (2024)
VTBench: Comprehensive Benchmark Suite Towards Real-World Virtual Try-on Models
by: Xiaobin, Hu, et al.
Published: (2025)
by: Xiaobin, Hu, et al.
Published: (2025)
SVP: Style-Enhanced Vivid Portrait Talking Head Diffusion Model
by: Tan, Weipeng, et al.
Published: (2024)
by: Tan, Weipeng, et al.
Published: (2024)
Towards Global Optimal Visual In-Context Learning Prompt Selection
by: Xu, Chengming, et al.
Published: (2024)
by: Xu, Chengming, et al.
Published: (2024)
Disentangle Identity, Cooperate Emotion: Correlation-Aware Emotional Talking Portrait Generation
by: Tan, Weipeng, et al.
Published: (2025)
by: Tan, Weipeng, et al.
Published: (2025)
DeDPO: Debiased Direct Preference Optimization for Diffusion Models
by: Pham, Khiem, et al.
Published: (2026)
by: Pham, Khiem, et al.
Published: (2026)
When Preference Labels Fall Short: Aligning Diffusion Models from Real Data
by: Chen, Weiyan, et al.
Published: (2026)
by: Chen, Weiyan, et al.
Published: (2026)
AVC-DPO: Aligned Video Captioning via Direct Preference Optimization
by: Tang, Jiyang, et al.
Published: (2025)
by: Tang, Jiyang, et al.
Published: (2025)
Diffusion-NPO: Negative Preference Optimization for Better Preference Aligned Generation of Diffusion Models
by: Wang, Fu-Yun, et al.
Published: (2025)
by: Wang, Fu-Yun, et al.
Published: (2025)
VividPose: Advancing Stable Video Diffusion for Realistic Human Image Animation
by: Wang, Qilin, et al.
Published: (2024)
by: Wang, Qilin, et al.
Published: (2024)
VL-DPO: Vision-Language-Guided Finetuning for Preference-Aligned Autonomous Driving
by: Xu, Zhefan, et al.
Published: (2026)
by: Xu, Zhefan, et al.
Published: (2026)
S2H-DPO: Hardness-Aware Preference Optimization for Vision-Language Models
by: Shukla, Nitish, et al.
Published: (2026)
by: Shukla, Nitish, et al.
Published: (2026)
DenseDPO: Fine-Grained Temporal Preference Optimization for Video Diffusion Models
by: Wu, Ziyi, et al.
Published: (2025)
by: Wu, Ziyi, et al.
Published: (2025)
ISR-DPO: Aligning Large Multimodal Models for Videos by Iterative Self-Retrospective DPO
by: Ahn, Daechul, et al.
Published: (2024)
by: Ahn, Daechul, et al.
Published: (2024)
StrandDesigner: Towards Practical Strand Generation with Sketch Guidance
by: Zhang, Na, et al.
Published: (2025)
by: Zhang, Na, et al.
Published: (2025)
A Generalization Theory of Cross-Modality Distillation with Contrastive Learning
by: Lin, Hangyu, et al.
Published: (2024)
by: Lin, Hangyu, et al.
Published: (2024)
PC-Diffusion: Aligning Diffusion Models with Human Preferences via Preference Classifier
by: Wang, Shaomeng, et al.
Published: (2025)
by: Wang, Shaomeng, et al.
Published: (2025)
Divergence Minimization Preference Optimization for Diffusion Model Alignment
by: Li, Binxu, et al.
Published: (2025)
by: Li, Binxu, et al.
Published: (2025)
NSFW-Classifier Guided Prompt Sanitization for Safe Text-to-Image Generation
by: Xie, Yu, et al.
Published: (2025)
by: Xie, Yu, et al.
Published: (2025)
VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models
by: Huang, Haojian, et al.
Published: (2025)
by: Huang, Haojian, et al.
Published: (2025)
D-Fusion: Direct Preference Optimization for Aligning Diffusion Models with Visually Consistent Samples
by: Hu, Zijing, et al.
Published: (2025)
by: Hu, Zijing, et al.
Published: (2025)
Exploring Real&Synthetic Dataset and Linear Attention in Image Restoration
by: Du, Yuzhen, et al.
Published: (2024)
by: Du, Yuzhen, et al.
Published: (2024)
Calibrated Multi-Preference Optimization for Aligning Diffusion Models
by: Lee, Kyungmin, et al.
Published: (2025)
by: Lee, Kyungmin, et al.
Published: (2025)
Smoothed Preference Optimization via ReNoise Inversion for Aligning Diffusion Models with Varied Human Preferences
by: Lu, Yunhong, et al.
Published: (2025)
by: Lu, Yunhong, et al.
Published: (2025)
VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors Embedding
by: Liang, Yujie, et al.
Published: (2024)
by: Liang, Yujie, et al.
Published: (2024)
What Semantics Survive the Connector? Diagnosing VLM-to-DiT Alignment in Video Editing
by: Lin, Hangyu, et al.
Published: (2026)
by: Lin, Hangyu, et al.
Published: (2026)
OnlineVPO: Align Video Diffusion Model with Online Video-Centric Preference Optimization
by: Zhang, Jiacheng, et al.
Published: (2024)
by: Zhang, Jiacheng, et al.
Published: (2024)
FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus
by: Jin, Qiaoqiao, et al.
Published: (2025)
by: Jin, Qiaoqiao, et al.
Published: (2025)
Diffusion-SDPO: Safeguarded Direct Preference Optimization for Diffusion Models
by: Fu, Minghao, et al.
Published: (2025)
by: Fu, Minghao, et al.
Published: (2025)
DiffFAE: Advancing High-fidelity One-shot Facial Appearance Editing with Space-sensitive Customization and Semantic Preservation
by: Wang, Qilin, et al.
Published: (2024)
by: Wang, Qilin, et al.
Published: (2024)
DynamicControl: Adaptive Condition Selection for Improved Text-to-Image Generation
by: He, Qingdong, et al.
Published: (2024)
by: He, Qingdong, et al.
Published: (2024)
HII-DPO: Eliminate Hallucination via Accurate Hallucination-Inducing Counterfactual Images
by: Yang, Yilin, et al.
Published: (2026)
by: Yang, Yilin, et al.
Published: (2026)
MVReward: Better Aligning and Evaluating Multi-View Diffusion Models with Human Preferences
by: Wang, Weitao, et al.
Published: (2024)
by: Wang, Weitao, et al.
Published: (2024)
RealDPO: Real or Not Real, that is the Preference
by: Cheng, Guo, et al.
Published: (2025)
by: Cheng, Guo, et al.
Published: (2025)
Robust Network Learning via Inverse Scale Variational Sparsification
by: Zhou, Zhiling, et al.
Published: (2024)
by: Zhou, Zhiling, et al.
Published: (2024)
Similar Items
-
ArtWeaver: Advanced Dynamic Style Integration via Diffusion Model
by: Xu, Chengming, et al.
Published: (2024) -
FFP-300K: Scaling First-Frame Propagation for Generalizable Video Editing
by: Huang, Xijie, et al.
Published: (2026) -
CrossVTON: Mimicking the Logic Reasoning on Cross-category Virtual Try-on guided by Tri-zone Priors
by: Luo, Donghao, et al.
Published: (2025) -
SwiftVideo: A Unified Framework for Few-Step Video Generation through Trajectory-Distribution Alignment
by: Sun, Yanxiao, et al.
Published: (2025) -
CustAny: Customizing Anything from A Single Example
by: Kong, Lingjie, et al.
Published: (2024)