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Including citation in README

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@@ -212,7 +212,17 @@ CFC26 contains no personally identifiable information. Data were collected in co
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  ## Citation
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- *(Citation will be updated with full author list and proceedings details upon publication.)*
 
 
 
 
 
 
 
 
 
 
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  ---
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  ## Citation
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+ If you use CFC26 in your research, please cite our paper:
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+ ```bibtex
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+ @inproceedings{cfc26neurips,
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+ title = {CFC26: Building Evaluations for Deployment in Sonar-Based Fish Counting},
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+ author = {Van Horn, Madison and Stathatos, Suzanne and Brodjian, Sevan and Kay, Justin and Van Brunt, Kai and Young, Erik and Beery, Sara and Perona, Pietro and Hobley, Michael},
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+ booktitle = {Advances in Neural Information Processing Systems (NeurIPS) Datasets and Benchmarks Track},
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+ year = {2026},
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+ url = {https://arxiv.org/abs/2610.22549}
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+ }
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+ ```
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