Author

Manuel Gallone

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Bioinformatics· 1

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Approach:benchmark study· 1 Research Focus:benchmarking· 1 Research Focus:cell type annotation· 1 Research Focus:differential expression· 1 Research Focus:gene regulatory network inference· 1 Organism:human· 1 Assay:scRNA-seq· 1 Approach:statistical model· 1

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Shyam Ravidath· 1 shared Srihith Madireddy· 1 shared

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2026-2026 · peak 1/yr

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1 shared paperBioinformatics

Shyam Ravidath

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1 paper

Recent·Most cited

Auditing Confidence-Calibrated Benchmarking of Single-Cell Perturbation Models

Manuel Gallone, Shyam Ravidath, Srihith Madireddy

The paper audits a benchmarking framework for single-cell perturbation models, revealing flaws in metric interpretation and calibration, and identifies a specific calibration failure in split-conformal prediction.

bioRxiv · Oct 19, 2026 · PreprintBioinformatics