Author

Mahshid Heidari

University of TehranORCID 0000-0001-8306-6774Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Approach:deep learning· 1 Research Focus:perturbation response prediction· 1 Assay:scRNA-seq· 1 Approach:statistical model· 1

Frequent Co-Authors

Hesam MontazeriiD· 1 shared Mina KarimpouriD· 1 shared Sumana SrivatsaiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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3 top collaborators · 3 mutual co-author links

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1 shared paperBioinformatics

Hesam MontazeriORCID

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1 paper

Recent·Most cited

BioinformaticsbioRxivPreprintFeb 17, 2026

Evaluating Single-Cell Perturbation Response Models Is Far from Straightforward

Mahshid Heidari, Mina Karimpour, Sumana Srivatsa, Hesam Montazeri

This study evaluates perturbation response models and finds existing metrics are unreliable due to scale and dimensionality issues, and complex models underperform simple baselines.

3 citations

scRNA-seqdeep learning

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