RubricRL: Simple Generalizable Rewards for Text-to-Image Generation
Fuente:
arXiv
Saved in:
| Main Authors: | Feng, Xuelu, Li, Yunsheng, Wan, Ziyu, Gao, Zixuan, Yuan, Junsong, Chen, Dongdong, Qiao, Chunming |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Benchmarking Large and Small MLLMs
by: Feng, Xuelu, et al.
Published: (2025)
by: Feng, Xuelu, et al.
Published: (2025)
Pluralistic Salient Object Detection
by: Feng, Xuelu, et al.
Published: (2024)
by: Feng, Xuelu, et al.
Published: (2024)
Exploring Pre-trained Text-to-Video Diffusion Models for Referring Video Object Segmentation
by: Zhu, Zixin, et al.
Published: (2024)
by: Zhu, Zixin, et al.
Published: (2024)
GeoRemover: Removing Objects and Their Causal Visual Artifacts
by: Zhu, Zixin, et al.
Published: (2025)
by: Zhu, Zixin, et al.
Published: (2025)
Textured Geometry Evaluation: Perceptual 3D Textured Shape Metric via 3D Latent-Geometry Network
by: Luan, Tianyu, et al.
Published: (2025)
by: Luan, Tianyu, et al.
Published: (2025)
SRAM: Shape-Realism Alignment Metric for No Reference 3D Shape Evaluation
by: Liu, Sheng, et al.
Published: (2025)
by: Liu, Sheng, et al.
Published: (2025)
A Simple Strategy for Body Estimation from Partial-View Images
by: Mao, Yafei, et al.
Published: (2024)
by: Mao, Yafei, et al.
Published: (2024)
LACON: Training Text-to-Image Model from Uncurated Data
by: Liang, Zhiyang, et al.
Published: (2026)
by: Liang, Zhiyang, et al.
Published: (2026)
Lens: Rethinking Training Efficiency for Foundational Text-to-Image Models
by: Chen, Dong, et al.
Published: (2026)
by: Chen, Dong, et al.
Published: (2026)
RoboScape-R: Unified Reward-Observation World Models for Generalizable Robotics Training via RL
by: Tang, Yinzhou, et al.
Published: (2025)
by: Tang, Yinzhou, et al.
Published: (2025)
RL for Consistency Models: Faster Reward Guided Text-to-Image Generation
by: Oertell, Owen, et al.
Published: (2024)
by: Oertell, Owen, et al.
Published: (2024)
Visual Preference Optimization with Rubric Rewards
by: Yu, Ya-Qi, et al.
Published: (2026)
by: Yu, Ya-Qi, et al.
Published: (2026)
Reinforcement Learning with Robust Rubric Rewards
by: Yu, Ya-Qi, et al.
Published: (2026)
by: Yu, Ya-Qi, et al.
Published: (2026)
STAT: Towards Generalizable Temporal Action Localization
by: Liu, Yangcen, et al.
Published: (2024)
by: Liu, Yangcen, et al.
Published: (2024)
Enhancing MMDiT-Based Text-to-Image Models for Similar Subject Generation
by: Wei, Tianyi, et al.
Published: (2024)
by: Wei, Tianyi, et al.
Published: (2024)
Adapt2Reward: Adapting Video-Language Models to Generalizable Robotic Rewards via Failure Prompts
by: Yang, Yanting, et al.
Published: (2024)
by: Yang, Yanting, et al.
Published: (2024)
Show and Segment: Universal Medical Image Segmentation via In-Context Learning
by: Gao, Yunhe, et al.
Published: (2025)
by: Gao, Yunhe, et al.
Published: (2025)
AutoRubric-T2I: Robust Rule-Based Reward Model for Text-to-Image Alignment
by: Kao, Kuei-Chun, et al.
Published: (2026)
by: Kao, Kuei-Chun, et al.
Published: (2026)
Leveraging Text-to-Image Diffusion Models for Unsupervised Visual Object Tracking
by: Zhang, Zhengbo, et al.
Published: (2026)
by: Zhang, Zhengbo, et al.
Published: (2026)
Atlas is Your Perfect Context: One-Shot Customization for Generalizable Foundational Medical Image Segmentation
by: Zhang, Ziyu, et al.
Published: (2025)
by: Zhang, Ziyu, et al.
Published: (2025)
MultiBooth: Towards Generating All Your Concepts in an Image from Text
by: Zhu, Chenyang, et al.
Published: (2024)
by: Zhu, Chenyang, et al.
Published: (2024)
MotionRL: Align Text-to-Motion Generation to Human Preferences with Multi-Reward Reinforcement Learning
by: Liu, Xiaoyang, et al.
Published: (2024)
by: Liu, Xiaoyang, et al.
Published: (2024)
TechImage-Bench: Rubric-Based Evaluation for Technical Image Generation
by: Ni, Minheng, et al.
Published: (2025)
by: Ni, Minheng, et al.
Published: (2025)
MARBLE: Multi-Aspect Reward Balance for Diffusion RL
by: Zhao, Canyu, et al.
Published: (2026)
by: Zhao, Canyu, et al.
Published: (2026)
When Rubrics Fail: Error Enumeration as Reward in Reference-Free RL Post-Training for Virtual Try-On
by: Ikezogwo, Wisdom, et al.
Published: (2026)
by: Ikezogwo, Wisdom, et al.
Published: (2026)
DeltaRubric: Generative Multimodal Reward Modeling via Joint Planning and Verification
by: Liu, Rui, et al.
Published: (2026)
by: Liu, Rui, et al.
Published: (2026)
CausalCLIP: Causally-Informed Feature Disentanglement and Filtering for Generalizable Detection of Generated Images
by: Liu, Bo, et al.
Published: (2025)
by: Liu, Bo, et al.
Published: (2025)
PaCo-RL: Advancing Reinforcement Learning for Consistent Image Generation with Pairwise Reward Modeling
by: Ping, Bowen, et al.
Published: (2025)
by: Ping, Bowen, et al.
Published: (2025)
AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models
by: Zhou, Ziyin, et al.
Published: (2025)
by: Zhou, Ziyin, et al.
Published: (2025)
SpatialReward: Bridging the Perception Gap in Online RL for Image Editing via Explicit Spatial Reasoning
by: Long, Yancheng, et al.
Published: (2026)
by: Long, Yancheng, et al.
Published: (2026)
Reward Incremental Learning in Text-to-Image Generation
by: Wang, Maorong, et al.
Published: (2024)
by: Wang, Maorong, et al.
Published: (2024)
Personalized Reward Modeling for Text-to-Image Generation
by: Lee, Jeongeun, et al.
Published: (2025)
by: Lee, Jeongeun, et al.
Published: (2025)
Forecasting Future Videos from Novel Views via Disentangled 3D Scene Representation
by: Yarram, Sudhir, et al.
Published: (2024)
by: Yarram, Sudhir, et al.
Published: (2024)
Parrot: Pareto-optimal Multi-Reward Reinforcement Learning Framework for Text-to-Image Generation
by: Lee, Seung Hyun, et al.
Published: (2024)
by: Lee, Seung Hyun, et al.
Published: (2024)
Multimodal Conditional Information Bottleneck for Generalizable AI-Generated Image Detection
by: Qin, Haotian, et al.
Published: (2025)
by: Qin, Haotian, et al.
Published: (2025)
Text2NeRF: Text-Driven 3D Scene Generation with Neural Radiance Fields
by: Zhang, Jingbo, et al.
Published: (2023)
by: Zhang, Jingbo, et al.
Published: (2023)
Enhancing Reward Models for High-quality Image Generation: Beyond Text-Image Alignment
by: Ba, Ying, et al.
Published: (2025)
by: Ba, Ying, et al.
Published: (2025)
The Image as Its Own Reward: Reinforcement Learning with Adversarial Reward for Image Generation
by: Mao, Weijia, et al.
Published: (2025)
by: Mao, Weijia, et al.
Published: (2025)
STAGE: Stable and Generalizable GRPO for Autoregressive Image Generation
by: Ma, Xiaoxiao, et al.
Published: (2025)
by: Ma, Xiaoxiao, et al.
Published: (2025)
Orthogonal Subspace Decomposition for Generalizable AI-Generated Image Detection
by: Yan, Zhiyuan, et al.
Published: (2024)
by: Yan, Zhiyuan, et al.
Published: (2024)
Similar Items
-
Benchmarking Large and Small MLLMs
by: Feng, Xuelu, et al.
Published: (2025) -
Pluralistic Salient Object Detection
by: Feng, Xuelu, et al.
Published: (2024) -
Exploring Pre-trained Text-to-Video Diffusion Models for Referring Video Object Segmentation
by: Zhu, Zixin, et al.
Published: (2024) -
GeoRemover: Removing Objects and Their Causal Visual Artifacts
by: Zhu, Zixin, et al.
Published: (2025) -
Textured Geometry Evaluation: Perceptual 3D Textured Shape Metric via 3D Latent-Geometry Network
by: Luan, Tianyu, et al.
Published: (2025)