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@@ -108,5 +108,13 @@ NoisyCLIP is trained with the standard CLIP contrastive objective on pairs of **
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  If you find NoisyCLIP useful for your research, please cite:
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  ```bibtex
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- TO BE UPDATED
 
 
 
 
 
 
 
 
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  ```
 
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  If you find NoisyCLIP useful for your research, please cite:
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  ```bibtex
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+ @misc{ramos2026earlyestimationlanguagelatent,
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+ title={Early Estimation of Language to Latent Alignment in Diffusion Models},
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+ author={Vasco Ramos and Regev Cohen and Idan Szpektor and Joao Magalhaes},
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+ year={2026},
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+ eprint={2512.08505},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CV},
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+ url={https://arxiv.org/abs/2512.08505},
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+ }
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  ```