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@@ -363,11 +363,12 @@ All predictors use:
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  If you find this repository helpful for your publications, please consider citing our paper:
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  ```
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- @article{tang2025peptune,
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- title={Peptune: De novo generation of therapeutic peptides with multi-objective-guided discrete diffusion},
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- author={Tang, Sophia and Zhang, Yinuo and Chatterjee, Pranam},
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- journal={42nd International Conference on Machine Learning},
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- year={2025}
 
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  }
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  ```
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  To use this repository, you agree to abide by the MIT License.
 
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  If you find this repository helpful for your publications, please consider citing our paper:
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  ```
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+ @article{zhang2025peptiverse,
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+ title={PeptiVerse: A Unified Platform for Therapeutic Peptide Property Prediction},
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+ author={Zhang, Yinuo and Tang, Sophia and Chen, Tong and Mahood, Elizabeth and Vincoff, Sophia and Chatterjee, Pranam},
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+ journal={bioRxiv},
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+ doi={10.64898/2025.12.31.697180}
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+ year={2026}
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  }
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  ```
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  To use this repository, you agree to abide by the MIT License.