Author

Sreya Sarkar

University of IowaORCID 0009-0006-3444-2167Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

Click to filter author papers

Signature Assays, Organisms & Methods

Click to filter · or open tag

Research Focus:benchmarking· 2 Approach:Bayesian inference· 1 Approach:contrastive learning· 1 Assay:multiome· 1 Research Focus:software / tool· 1 Approach:statistical model· 1

Frequent Co-Authors

Erina PauliD· 2 shared Himel MallickiD· 2 shared Piyali BasakiD· 2 shared Saptarshi RoyiD· 2 shared Chitrak BanerjeeiD· 1 shared Nengjun YiiD· 1 shared

Activity by Year

2025-2026 · peak 1/yr

Co-Author Collaboration Network

6 top collaborators · 14 mutual co-author links

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

2 shared papersSystems Biology

Erina PaulORCID

Mutual co-authors in cluster

Author profile →

2 papers

Recent·Most cited

Systems BiologybioRxivPreprintJan 24, 2026

Conformalized Multiview Learning

Saptarshi Roy, Sreya Sarkar, Chitrak Banerjee…·Himel Mallick

This paper introduces Coracle, a conformalized framework for multimodal AI that provides valid uncertainty estimates, outperforming existing methods in uncertainty estimation and calibration.

DOI 10.64898/2026.01.22.700165

contrastive learningstatistical model

𝕏 PostBluesky

BioinformaticsbioRxivPreprintOct 23, 2025

Bayesian Cooperative Learning for Multimodal Integration

Saptarshi Roy, Sreya Sarkar, Erina Paul…·Himel Mallick

This paper introduces BayesCOOP, a Bayesian method for multimodal integration that avoids MCMC and variational approaches, showing improved performance in estimation and uncertainty assessment.

1 citation

multiomeBayesian inference

𝕏 PostBluesky