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license: apache-2.0
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---
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license: apache-2.0
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tags:
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- cosmos
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- tread
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---
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The [random patch cropping](https://huggingface.co/nebulette/c-side) was replaced by the [TREAD](https://huggingface.co/blog/Photoroom/prx-part3#token-routing-with-tread) method.
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Spatial encoding loss was calculated on unskipped layers as [it was explained elsewhere](https://huggingface.co/nebulette/fashion-side).
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References
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- 2501.04765
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- 2601.08584 (layer pruning)
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