Reinforcement Learning with Robust Rubric Rewards
Fuente:
arXiv
Saved in:
| Main Authors: | Yu, Ya-Qi, Wang, Hao, Hong, Fangyu, Qu, Xiangyang, Wu, Gaojie, Luo, Qiaoyu, Xu, Nuo, Wang, Huixin, Xu, Wuheng, Liao, Yongxin, Chen, Zihao, Li, Haonan, Li, Ziming, Peng, Dezhi, Liao, Minghui, Wu, Jihao, Ren, Haoyu, Tu, Dandan |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Visual Preference Optimization with Rubric Rewards
by: Yu, Ya-Qi, et al.
Published: (2026)
by: Yu, Ya-Qi, et al.
Published: (2026)
TextHawk: Exploring Efficient Fine-Grained Perception of Multimodal Large Language Models
by: Yu, Ya-Qi, et al.
Published: (2024)
by: Yu, Ya-Qi, et al.
Published: (2024)
TextHawk2: A Large Vision-Language Model Excels in Bilingual OCR and Grounding with 16x Fewer Tokens
by: Yu, Ya-Qi, et al.
Published: (2024)
by: Yu, Ya-Qi, et al.
Published: (2024)
OpenRubrics: Towards Scalable Synthetic Rubric Generation for Reward Modeling and LLM Alignment
by: Liu, Tianci, et al.
Published: (2025)
by: Liu, Tianci, et al.
Published: (2025)
Android in the Zoo: Chain-of-Action-Thought for GUI Agents
by: Zhang, Jiwen, et al.
Published: (2024)
by: Zhang, Jiwen, et al.
Published: (2024)
Reward Hacking in Rubric-Based Reinforcement Learning
by: Mahmoud, Anas, et al.
Published: (2026)
by: Mahmoud, Anas, et al.
Published: (2026)
Step-wise Rubric Rewards for LLM Reasoning
by: Xie, Weichu, et al.
Published: (2026)
by: Xie, Weichu, et al.
Published: (2026)
AToM: Aligning Text-to-Motion Model at Event-Level with GPT-4Vision Reward
by: Han, Haonan, et al.
Published: (2024)
by: Han, Haonan, et al.
Published: (2024)
RUBRIC-ARROW: Alternating Pointwise Rubric Reward Modeling for LLM Post-training in Non-verifiable Domains
by: Jiang, Haoxiang, et al.
Published: (2026)
by: Jiang, Haoxiang, et al.
Published: (2026)
Auto-Rubric as Reward: From Implicit Preferences to Explicit Multimodal Generative Criteria
by: Tian, Juanxi, et al.
Published: (2026)
by: Tian, Juanxi, et al.
Published: (2026)
MindVL: Towards Efficient and Effective Training of Multimodal Large Language Models on Ascend NPUs
by: Chen, Feilong, et al.
Published: (2025)
by: Chen, Feilong, et al.
Published: (2025)
The impact of the fourth industrial revolution: a cross-country/region comparison
by: Yongxin Liao
Published: (2018)
by: Yongxin Liao
Published: (2018)
Cross-Lingual Text-Rich Visual Comprehension: An Information Theory Perspective
by: Yu, Xinmiao, et al.
Published: (2024)
by: Yu, Xinmiao, et al.
Published: (2024)
Alternating Reinforcement Learning for Rubric-Based Reward Modeling in Non-Verifiable LLM Post-Training
by: Xu, Ran, et al.
Published: (2026)
by: Xu, Ran, et al.
Published: (2026)
Rubrics to Tokens: Bridging Response-level Rubrics and Token-level Rewards in Instruction Following Tasks
by: Xu, Tianze, et al.
Published: (2026)
by: Xu, Tianze, et al.
Published: (2026)
RubricEM: Meta-RL with Rubric-guided Policy Decomposition beyond Verifiable Rewards
by: Li, Gaotang, et al.
Published: (2026)
by: Li, Gaotang, et al.
Published: (2026)
Decomposing and Fusing Intra- and Inter-Sensor Spatio-Temporal Signal for Multi-Sensor Wearable Human Activity Recognition
by: Xie, Haoyu, et al.
Published: (2025)
by: Xie, Haoyu, et al.
Published: (2025)
Overthinking Reduction with Decoupled Rewards and Curriculum Data Scheduling
by: Jiang, Shuyang, et al.
Published: (2025)
by: Jiang, Shuyang, et al.
Published: (2025)
Curing Miracle Steps in LLM Mathematical Reasoning with Rubric Rewards
by: Yuan, Youliang, et al.
Published: (2025)
by: Yuan, Youliang, et al.
Published: (2025)
Focal Reward: Balanced Reinforcement Learning under Rubric-Based Rewards
by: Huang, Yu, et al.
Published: (2026)
by: Huang, Yu, et al.
Published: (2026)
MRHER: Model-based Relay Hindsight Experience Replay for Sequential Object Manipulation Tasks with Sparse Rewards
by: Huang, Yuming, et al.
Published: (2023)
by: Huang, Yuming, et al.
Published: (2023)
FROG: Effective Friend Recommendation in Online Games via Modality-aware User Preferences
by: Wang, Qiwei, et al.
Published: (2025)
by: Wang, Qiwei, et al.
Published: (2025)
Chasing the Tail: Effective Rubric-based Reward Modeling for Large Language Model Post-Training
by: Zhang, Junkai, et al.
Published: (2025)
by: Zhang, Junkai, et al.
Published: (2025)
Rubric-Guided Process Reward for Stepwise Model Routing
by: Ye, Shenghao, et al.
Published: (2026)
by: Ye, Shenghao, et al.
Published: (2026)
Omni-RRM: Advancing Omni Reward Modeling via Automatic Rubric-Grounded Preference Synthesis
by: Kong, Zicheng, et al.
Published: (2026)
by: Kong, Zicheng, et al.
Published: (2026)
Not Every Rubric Teaches Equally: Policy-Aware Rubric Rewards for RLVR
by: Tyagi, Utkarsh, et al.
Published: (2026)
by: Tyagi, Utkarsh, et al.
Published: (2026)
AutoRubric: Rubric-Based Generative Rewards for Faithful Multimodal Reasoning
by: Jia, Mengzhao, et al.
Published: (2025)
by: Jia, Mengzhao, et al.
Published: (2025)
Reward and Guidance through Rubrics: Promoting Exploration to Improve Multi-Domain Reasoning
by: Bi, Baolong, et al.
Published: (2025)
by: Bi, Baolong, et al.
Published: (2025)
Garbage Segmentation and Attribute Analysis by Robotic Dogs
by: Xu, Nuo, et al.
Published: (2024)
by: Xu, Nuo, et al.
Published: (2024)
Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains
by: Gunjal, Anisha, et al.
Published: (2025)
by: Gunjal, Anisha, et al.
Published: (2025)
Self-Rewarding Rubric-Based Reinforcement Learning for Open-Ended Reasoning
by: Ye, Zhiling, et al.
Published: (2025)
by: Ye, Zhiling, et al.
Published: (2025)
Auto-Rubric: Learning From Implicit Weights to Explicit Rubrics for Reward Modeling
by: Xie, Lipeng, et al.
Published: (2025)
by: Xie, Lipeng, et al.
Published: (2025)
CDRRM: Contrast-Driven Rubric Generation for Reliable and Interpretable Reward Modeling
by: Liu, Dengcan, et al.
Published: (2026)
by: Liu, Dengcan, et al.
Published: (2026)
Alternating Reinforcement Learning with Contextual Rubric Rewards: Beyond the Scalarization Strategy
by: Lan, Guangchen, et al.
Published: (2026)
by: Lan, Guangchen, et al.
Published: (2026)
DocSeeker: Structured Visual Reasoning with Evidence Grounding for Long Document Understanding
by: Yan, Hao, et al.
Published: (2026)
by: Yan, Hao, et al.
Published: (2026)
Mask-ControlNet: Higher-Quality Image Generation with An Additional Mask Prompt
by: Huang, Zhiqi, et al.
Published: (2024)
by: Huang, Zhiqi, et al.
Published: (2024)
RubricRL: Simple Generalizable Rewards for Text-to-Image Generation
by: Feng, Xuelu, et al.
Published: (2025)
by: Feng, Xuelu, et al.
Published: (2025)
AdaRubric: Task-Adaptive Rubrics for Reliable LLM Agent Evaluation and Reward Learning
by: Ding, Liang
Published: (2026)
by: Ding, Liang
Published: (2026)
MUSE: Multi-Domain Chinese User Simulation via Self-Evolving Profiles and Rubric-Guided Alignment
by: Liu, Zihao, et al.
Published: (2026)
by: Liu, Zihao, et al.
Published: (2026)
Precision over Diversity: High-Precision Reward Generalizes to Robust Instruction Following
by: Zeng, Yirong, et al.
Published: (2026)
by: Zeng, Yirong, et al.
Published: (2026)
Similar Items
-
Visual Preference Optimization with Rubric Rewards
by: Yu, Ya-Qi, et al.
Published: (2026) -
TextHawk: Exploring Efficient Fine-Grained Perception of Multimodal Large Language Models
by: Yu, Ya-Qi, et al.
Published: (2024) -
TextHawk2: A Large Vision-Language Model Excels in Bilingual OCR and Grounding with 16x Fewer Tokens
by: Yu, Ya-Qi, et al.
Published: (2024) -
OpenRubrics: Towards Scalable Synthetic Rubric Generation for Reward Modeling and LLM Alignment
by: Liu, Tianci, et al.
Published: (2025) -
Android in the Zoo: Chain-of-Action-Thought for GUI Agents
by: Zhang, Jiwen, et al.
Published: (2024)