GRPO-CARE

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This repository contains the GRPO-CARE model, presented in the paper GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning.

Code Examples

Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}
Citationbibtex
@misc{chen2025grpocareconsistencyawarereinforcementlearning,
  title={GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning}, 
  author={Yi Chen and Yuying Ge and Rui Wang and Yixiao Ge and Junhao Cheng and Ying Shan and Xihui Liu},
  year={2025},
  eprint={2506.16141},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2506.16141}, 
}

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