Author

Claire J.R. Winkelman

University of Edinburgh

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Biophysics· 1

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Approach:deep learning· 1 Research Focus:drug response / drug discovery· 1 Assay:proteomics· 1 Approach:statistical model· 1

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Antonia S. J. S. MeyiD· 1 shared Rajeev Kumar SinghiD· 1 shared Rohan GorantlaiD· 1 shared Satya Pratik SrivastavaiD· 1 shared Sharath Krishna Chundru· 1 shared

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1 shared paperBiophysics

Antonia S. J. S. MeyORCID

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1 paper

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BiophysicsDigital DiscoveryPeer-reviewedDec 23, 2025

Explainable Active Learning Framework for Ligand BindingAffinity Prediction

Satya Pratik Srivastava, Rohan Gorantla, Sharath Krishna Chundru…·Rajeev Kumar Singh

This paper develops an explainable active learning framework for ligand binding affinity prediction, showing that method choices affect outcomes but dataset characteristics set performance limits.

4 citations

proteomicsdeep learning

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