Author

U. Utkarsh

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Biology Disciplines

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Pharmacology & Toxicology· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Approach:deep learning· 1 Approach:statistical model· 1

Frequent Co-Authors

A. Abdelrehim· 1 shared A. Jain· 1 shared A. Pal· 1 shared C. V. Rackauckas· 1 shared D. Sharp· 1 shared R. Anantharaman· 1 shared

Activity by Year

2021-2021 · peak 1/yr

Co-Author Collaboration Network

6 top collaborators · 15 mutual co-author links

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1 shared paperPharmacology & Toxicology

A. Abdelrehim

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1 paper

Recent·Most cited

Stably Accelerating Stiff Quantitative Systems Pharmacology Models: Continuous-Time Echo State Networks as Implicit Machine Learning

R. Anantharaman, A. Abdelrehim, A. Jain, A. Pal, D. Sharp, U. Utkarsh, C. V. Rackauckas

This paper introduces continuous-time echo state networks (CTESNs) to accelerate stiff quantitative systems pharmacology models, achieving up to 56x speedup with <5% error.

bioRxiv · Oct 10, 2021Pharmacology & Toxicology