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@@ -28,7 +28,7 @@ IntPhys 2
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  <h3 align="center">
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  <a href="https://dl.fbaipublicfiles.com/IntPhys2/IntPhys2.zip">Dataset</a> &nbsp; | &nbsp;
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  <a href="https://huggingface.co/datasets/facebook/IntPhys2">Hugging Face</a> &nbsp; | &nbsp;
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- <a href="https://ai.meta.com/research/publications/intphys-2-benchmarking-intuitive-physics-understanding-in-complex-synthetic-environments/">Paper</a> &nbsp; | &nbsp;
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  <a href="https://ai.meta.com/blog/v-jepa-2-world-model-benchmarks">Blog</a>
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  </h3>
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@@ -65,12 +65,13 @@ The use of IntPhys 2 is limited to evaluation purposes, where it can be utilized
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  ## Citing IntPhys2
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  If you use IntPhys2, please cite:
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  ```
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- @misc{bordes2025intphys2,
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  title={IntPhys 2: Benchmarking Intuitive Physics Understanding In Complex Synthetic Environments},
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  author={Florian Bordes and Quentin Garrido and Justine T Kao and Adina Williams and Michael Rabbat and Emmanuel Dupoux},
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  year={2025},
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- eprint={},
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  archivePrefix={arXiv},
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- primaryClass={cs.CV}
 
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  }
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  ```
 
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  <h3 align="center">
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  <a href="https://dl.fbaipublicfiles.com/IntPhys2/IntPhys2.zip">Dataset</a> &nbsp; | &nbsp;
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  <a href="https://huggingface.co/datasets/facebook/IntPhys2">Hugging Face</a> &nbsp; | &nbsp;
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+ <a href="https://arxiv.org/abs/2506.09849">Paper</a> &nbsp; | &nbsp;
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  <a href="https://ai.meta.com/blog/v-jepa-2-world-model-benchmarks">Blog</a>
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  </h3>
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  ## Citing IntPhys2
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  If you use IntPhys2, please cite:
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  ```
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+ @misc{bordes2025intphys2benchmarkingintuitive,
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  title={IntPhys 2: Benchmarking Intuitive Physics Understanding In Complex Synthetic Environments},
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  author={Florian Bordes and Quentin Garrido and Justine T Kao and Adina Williams and Michael Rabbat and Emmanuel Dupoux},
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  year={2025},
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+ eprint={2506.09849},
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  archivePrefix={arXiv},
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+ primaryClass={cs.CV},
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+ url={https://arxiv.org/abs/2506.09849},
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  }
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  ```