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2. New Mechanistic-ML Methods: PINN, transformer, neural operators, XAI, Large Language Models
MSM lead: George Karniadakis; IMAG lead: Mauricio Rangel-Gomez, Ilana Goldberg, Julia Berzhanskaya
- What are the similarities and differences between current methods; e.g. PINN, neural operator, transformer, XAI, Large Language models?
- What are the opportunities to improve these methods?
- How can these methods be applied to blood diagnostics an diseases as it pertains to the IMAG interest group AI and Machine Learning for Blood Diagnostics and Diseases | Interagency Modeling and Analysis Group (nih.gov)?
- How can these methods be applied to neuroscience?
- How can these methods be used in the IMAG initiatives discussed in Session 2.1?
- How can we use biomechanistic and bioinformatics models synenergistically?
- Graph neural networks and causal inference.
- Uncertainty quantification in neural networks.
Resources:
Articles of Interest:
[2303.12093] ChatGPT for Programming Numerical Methods (arxiv.org)
4 Ideas for Physics-Informed Neural Networks that FAILED | by Rafael Bischof | Towards Data Science
Uncertainty quantification in scientific machine learning: Methods, metrics, and comparisons
Learning nonlinear operators via DeepONet based on the universal approximation theorem of operators
A Deep convolutional neural network for classification of red blood cells in sickle cell anemia
NIH Announcements:
IMAG wiki: Models, Tools and Databases
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