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@@ -24,7 +24,7 @@ A human-annotated preference benchmark for **camera-conditioned world models**.
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  source image and the *same* camera-action sequence, with human verdicts on three
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  independent axes.
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- - πŸ“° Paper:
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  - πŸͺ Project Page: https://codegoat24.github.io/WorldReward
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  - πŸ€— Model Collections: https://huggingface.co/CodeGoat24/WorldReward-9B
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  - πŸš€ Github: https://github.com/CodeGoat24/WorldReward
@@ -114,9 +114,10 @@ See https://github.com/CodeGoat24/WorldReward for the full evaluation protocol.
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  ## Citation
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  ```bibtex
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- @article{worldreward2026,
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- title = {WorldReward: Reward Modeling for Camera-Conditioned World Models},
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- year = {2026},
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- url = {https://github.com/CodeGoat24/WorldReward}
 
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  }
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  ```
 
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  source image and the *same* camera-action sequence, with human verdicts on three
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  independent axes.
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+ - πŸ“° Paper: https://arxiv.org/abs/2609.03952
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  - πŸͺ Project Page: https://codegoat24.github.io/WorldReward
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  - πŸ€— Model Collections: https://huggingface.co/CodeGoat24/WorldReward-9B
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  - πŸš€ Github: https://github.com/CodeGoat24/WorldReward
 
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  ## Citation
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  ```bibtex
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+ @article{WorldReward,
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+ title={WorldReward: Reward Modeling for Camera-Conditioned World Models},
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+ author={Wang, Yibin and Wang, Zehan and Tang, Junshu and Li, Zhimin and Zhou, Yujie and Bu, Jiazi and Ling, Pengyang and Han, Feng and Zhang, Zhixiong and Xing, Long and Ding, Shengyuan and Li, Ziang and Jin, Cheng and Zang, Yuhang and Wang, Jiaqi and Pang, Tianyu},
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+ journal={arXiv preprint arXiv:2609.03952},
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+ year={2026}
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  }
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  ```