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Image Credit: Arxiv

Defining Foundation Models for Computational Science: A Call for Clarity and Rigor

  • Researchers are extending the concept of foundation models to scientific machine learning and computational science.
  • There is a lack of a universally accepted definition of foundation models in computational science, leading to confusion.
  • A position paper proposes a formal definition of foundation models in computational science based on generality, reusability, and scalability, in line with traditional foundational methods.
  • Introduction of the Data-Driven Finite Element Method (DD-FEM) combines classical FEM with data-driven learning, addressing scalability, adaptability, and physics consistency challenges in computational science.

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