Data-Driven Models in Biological Materials
FOCUS · MAR-J69 · ID: 3991839
Presentations
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Dimensionality reduction in soft, adaptive flow networks
ORAL · Invited
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Presenters
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Eleni Katifori
- University of Pennsylvania and Flatiron Institute
- University of Pennsylvania
Authors
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Eleni Katifori
- University of Pennsylvania and Flatiron Institute
- University of Pennsylvania
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Learning physics of pattern formation from images
ORAL · Invited
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Presenters
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Hongbo Zhao
- University of California San Diego
- University of California, San Diego
Authors
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Hongbo Zhao
- University of California San Diego
- University of California, San Diego
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Dynamic Modeling of Abdominal Aortic Aneurysms 1: Anatomic Features and Equation Discovery
ORAL
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Publication: "Dynamic Temporal Modeling of Abdominal Aortic Aneurysm Morphology with Z-SINDy" (preprint)
Presenters
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JOSEPH A PUGAR
- University of Chicago
Authors
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JOSEPH A PUGAR
- University of Chicago
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Junsung Kim
- University of Chicago
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Nhung Nguyen
- University of Chicago
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Andrei A. Klishin
- University of Hawaiʻi at Mānoa
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Luka Pocivavsek
- University of Chicago
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Dynamic Modeling of Abdominal Aortic Aneurysms 2: Classifiers and Stress Tests
ORAL
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Publication: https://www.medrxiv.org/content/10.1101/2025.09.29.25336910v1
Presenters
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Andrei A. Klishin
- University of Hawaiʻi at Mānoa
Authors
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JOSEPH A PUGAR
- University of Chicago
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Junsung Kim
- University of Chicago
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Nhung Nguyen
- University of Chicago
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Andrei A. Klishin
- University of Hawaiʻi at Mānoa
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Luka Pocivavsek
- University of Chicago
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Morphoelastic Shell Growth Algorithm to Enable Efficient Modeling of Complex Evolutions in Patient-Specific Aortic Geometry
ORAL
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Presenters
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Charles Davis
- University of Chicago
Authors
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Sanjeev S Dhara
- University of Chicago
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Anna Gaffney
- University of Chicago
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Charles Davis
- University of Chicago
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Ziga Donik
- University of Maribor
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JOSEPH A PUGAR
- University of Chicago
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Junsung Kim
- University of Chicago
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Shreya Singh
- University of Chicago
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Luka Pocivavsek
- University of Chicago
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Nhung Nguyen
- University of Chicago
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Clinical classification of thoracic aortic morphology informed by dynamical modeling of anatomic variables from CT data
ORAL
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Presenters
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Michael Mansour
- University of Chicago
Authors
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Michael Mansour
- University of Chicago
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JOSEPH A PUGAR
- University of Chicago
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Andrei A. Klishin
- University of Hawaiʻi at Mānoa
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Luka Pocivavsek
- University of Chicago
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Weak form Scientific Machine Learning in the Life Sciences
ORAL
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Publication: S. Minor, B. D. Elderd, D. M. Bortz, and V. Dukic. Weak Form Learning for Mean-Field Partial Differential
Equations: An Application to Insect Movement. arXiv:2510.07786, Oct. 2025.
A. Tran and D. M. Bortz. Weak Form Scientific Machine Learning: Test Function Construction for System
Identification. arXiv:2507.03206, July 2025.
N. Heitzman-Breen, V. Dukic, and D. M. Bortz. A practical identifiability criterion leveraging weak-form
parameter estimation. arXiv:2506.17373, June 2025.
R. Lyons, V. Dukic, and D. M. Bortz. Learning Structured Population Models from Data with WSINDy.
arXiv:2506.24101, June 2025.
N. Rummel, D. A. Messenger, S. Becker, V. Dukic, and D. M. Bortz. WENDy for Nonlinear-in-Parameter
ODEs. arXiv:2502.08881, Feb. 2025.Presenters
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David M Bortz
- University of Colorado Boulder
- University of Colorado
Authors
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David M Bortz
- University of Colorado Boulder
- University of Colorado
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Trust Your Gut: Developing A Data Driven Model for Mouse Colon Motility Dynamics
ORAL
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Publication: Planned Paper: Neuron Interactions with Interstitial Cells of Cajal Form an Intrinsic Pattern Generator for Proximal Colon Motility
Presenters
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Andrea J Welsh
- Texas A&M University
Authors
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Andrea J Welsh
- Texas A&M University
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Bard Ermentrout
- University of Pittsburgh
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Adam Usmanov
- University of Pittsburgh
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Kristen Smith-Edwards
- The Mayo Clinic
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Wilmarie Morales-Soto
- The Mayo Clinic
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Cameron Watt
- University of Pittsburgh
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Inferring genotype-phenotype maps using attention-based models
ORAL
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Publication: Krishna Rijal, Caroline M. Holmes, Samantha Petti, Gautam Reddy, Michael M. Desai, and Pankaj Mehta. Inferring genotype-phenotype maps using attention models. bioRxiv (2025). https://doi.org/10.1101/2025.04.11.648465
Presenters
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Krishna Rijal
- Boston University
Authors
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Krishna Rijal
- Boston University
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Caroline M Holmes
- Harvard University
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Samantha Petti
- Tufts University
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Gautam Reddy
- Princeton University
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Michael Desai
- Harvard University
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Pankaj Mehta
- Boston University
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Analysis of SANS profiles using CREASE to characterize the nanoscopic domains in lipid bilayer vesicles
ORAL
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Publication: Analysis of SANS profiles using CREASE to characterize the nanoscopic domains in lipid bilayer vesicles (planned paper)
Presenters
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Rohan Adhikari Sridhar
- University of Delaware
Authors
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Rohan Adhikari Sridhar
- University of Delaware
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Sri V. R. Akepati
- University of Delaware
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Vaibhav Venkat
- Westlake High School
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Arthi Jayaraman
- University of Delaware
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NMRCID: a deep learning framework for automated metabolite profiling from 1D NMR spectra
ORAL
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Presenters
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Masrur Akhter
- Oklahoma State University-Stillwater
Authors
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Masrur Akhter
- Oklahoma State University-Stillwater
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Donghua H Zhou
- Oklahoma State University-Stillwater
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