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  Frame-trajectory features of the videos of three physics benchmarks, extracted with the
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  four frozen image encoders used by GeoPhys
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  ([paper](https://arxiv.org/abs/2606.20707), [code](https://github.com/ChristianInterno/GeoPhys)).
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- With them, the paper's tables can be reproduced without videos or a GPU, and any
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- geometric quantity of the trajectories can be computed directly.
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  ## Contents
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@@ -94,14 +92,12 @@ Unless the terms above say otherwise, this dataset is released under CC BY-NC 4.
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  ```bibtex
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  @misc{internò2026geophysgeometryphysicalplausibility,
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- title={GEOPHYS: The Geometry of Physical Plausibility},
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  author={Christian Internò and Alexander Pondaven and Habon Issa and Fabio Pizzati and Francesco Pinto and Markus Olhofer and Ivan Laptev and Philip Torr and Eero P. Simoncelli and Barbara Hammer and David Klindt},
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  year={2026},
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  eprint={2606.20707},
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  archivePrefix={arXiv},
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  primaryClass={cs.CV},
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- url={https://arxiv.org/abs/2606.20707},
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  }
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- ```
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-
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- Please also cite the benchmarks (LikePhys, IntPhys 2, Physics-IQ) and MAGI-1.
 
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  Frame-trajectory features of the videos of three physics benchmarks, extracted with the
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  four frozen image encoders used by GeoPhys
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  ([paper](https://arxiv.org/abs/2606.20707), [code](https://github.com/ChristianInterno/GeoPhys)).
 
 
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  ## Contents
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  ```bibtex
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  @misc{internò2026geophysgeometryphysicalplausibility,
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+ title={GEOPHYS: The Geometry of Physical Plausibility},
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  author={Christian Internò and Alexander Pondaven and Habon Issa and Fabio Pizzati and Francesco Pinto and Markus Olhofer and Ivan Laptev and Philip Torr and Eero P. Simoncelli and Barbara Hammer and David Klindt},
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  year={2026},
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  eprint={2606.20707},
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  archivePrefix={arXiv},
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  primaryClass={cs.CV},
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+ url={https://arxiv.org/abs/2606.20707},
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  }
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+ ```