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Peter S Winter

9PUBLICATIONS
105CO-AUTHORS
Deep learningBioinformatic methods developmentSemi- and unsupervised learningMolecular targetsHaematological tumours
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Journal

Publications (9)

Sort by Publication Date:
|Jun 09, 2026
Evaluating the role of pretraining dataset size and diversity on single-cell foundation model performance.

|Jan 30, 2026
Improving atlas-scale single-cell annotation models with hierarchical cross-entropy loss.

Sebastiano Cultrera di Montesano, Davide D'Ascenzo, Srivatsan Raghavan

|Nov 24, 2025
Adaptive resampling for improved machine learning in imbalanced single-cell datasets.

Zeinab Navidi, Akshaya Thoutam, Madeline Hughes

|Nov 24, 2025
Evaluating the role of pre-training dataset size and diversity on single-cell foundation model performance.

Alan DenAdel, Madeline Hughes, Akshaya Thoutam

|Mar 11, 2025
Adapting systems biology to address the complexity of human disease in the single-cell era.

David S Fischer, Martin A Villanueva, Peter S Winter

|Jul 08, 2024
Mechanisms of Resistance to Oncogenic KRAS Inhibition in Pancreatic Cancer.

Julien Dilly, Megan T Hoffman, Laleh Abbassi

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Frequent Collaborators

7 joint publications

Srivatsan Raghavan

6 joint publications

Ava P Amini

6 joint publications

Lorin Crawford

5 joint publications

Alex K Shalek

4 joint publications

Andrew W Navia

3 joint publications

Nicolo Fusi

2 joint publications

Jonathan A Nowak

2 joint publications

Michelle L Ramseier

2 joint publications

Kevin S Kapner

2 joint publications

Brian M Wolpin

Frequent Collaborators

7 joint publications

Srivatsan Raghavan

6 joint publications

Ava P Amini

6 joint publications

Lorin Crawford

5 joint publications

Alex K Shalek