Author

George Karniadakis

Brown University

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Bioengineering· 1

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Research Focus:benchmarking· 1 Approach:deep learning· 1 Research Focus:gene regulatory network inference· 1 Research Focus:software / tool· 1 Approach:statistical model· 1

Frequent Co-Authors

Eric Wang· 1 shared Gaurav ChoudharyiD· 1 shared Kyle J. MyersiD· 1 shared Melih AğraziD· 1 shared Nikhil KadivariD· 1 shared Peng Zhang· 1 shared Rana Raza MehdiiD· 1 shared Reza AvazmohammadiiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

9 top collaborators · 36 mutual co-author links

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1 shared paperBioengineering

Eric Wang

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1 paper

Recent·Most cited

Physics-informed neural network for predicting myocardial mechanics from in vivo physiological measurements

Rana Raza Mehdi, Nikhil Kadivar, Sunder Neelakantan, Kyle J. Myers, Eric Wang, Melih Ağraz, Peng Zhang, George Karniadakis, Gaurav Choudhary, Reza Avazmohammadi

This paper introduces a physics-informed neural network to predict myocardial mechanics from physiological measurements, showing improved stress prediction and disease stratification in pulmonary hypertension.

bioRxiv · Oct 19, 2026 · PreprintBioengineering