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Dilly, Julien, Megan T. Hffman, Laleh Abbassi, Ziyue Li, Francesca Paradiso, Brendan D. Parent, Connor J. Hennessey, et al. 2024. “Mechanisms of Resistance to Oncogenic KRAS Inhibition in Pancreatic Cancer”. Cancer Discovery.

Fischer, David S., Martin A. Villanueva, Peter S. Winter, and Alex K. Shalek. 2025. “Adapting Systems Biology to Address the Complexity of Human Disease in the Single-Cell Era”. Nature Review Genetics.

Nadig, Ajay, Akshaya Thoutam, Madeline Hughes, Anay Gupta, Andrew W. Navia, Nicolo Fusi, Srivatsan Raghavan, Peter S. Winter, Ava P. Amini, and Lorin Crawford. 2025. “Consequences of Training Data Composition for Deep Learning Models in Single-Cell Biology”. BioRxiv.

Cultrera_di_Montesano, Sebastiano, Davide D’Ascenzo, Srivatsan Raghavan, Ava P. Amini, Peter S. Winter, and Lorin Crawford. 2025. “Hierarchical Cross-Entropy Loss Improves Atlas-Scale Single-Cell Annotation Models”. BioRxiv.

DenAdel, Alan, Madeline Hughes, Akshaya Thoutam, Anay Gupta, Andrew W. Navia, Nicolo Fusi, Srivatsan Raghavan, Peter S. Winter, Ava P. Amini, and Lorin Crawford. 2024. “Evaluating the Role of Pre-Training Dataset Size and Diversity on Single-Cell Foundation Model Performance”. BioRxiv.

D’Ascenzo, Davide, and Sebastiano Cultrera_di_Montesano. 2025. “ScDataset: Scalable Data Loading for Deep Learning on Large-Scale Single-Cell Omics”. ArXiv.