AI and Neural Networks

Presentations

• Physics-Informed Neural Networks

  ORAL

  Nov. 15, 2025, 9:00 AM – Nov. 15, 2025, 9:14 AM

  Presenters

  • Ava Oberrender

    • Pennsylvania State University-Berks

  Authors

  • Ava Oberrender

    • Pennsylvania State University-Berks

  • Antonio Falbo

    • Pennsylvania State University-Berks

  • Agustin A Menjivar

    • Pennsylvania State University-Berks

  • Alexey Prokudin

    • Pennsylvania State University-Berks

  • Haley Rathman

    • Pennsylvania State University-Berks

  View abstract →

• Generating CMB Power Spectra via Artificial Neural Nets

  ORAL

  Nov. 15, 2025, 9:14 AM – Nov. 15, 2025, 9:28 AM

  Presenters

  • Colin P Flanagan

    • Hood College

  Authors

  • Colin P Flanagan

    • Hood College

  • Steven J Clark

    • Hood College

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• Integrating AI/ML and Extreme-scale computing workflows to accelerate and control materials dynamics and synthesis

  ORAL · Invited

  Nov. 15, 2025, 9:28 AM – Nov. 15, 2025, 10:10 AM

  Publication: Bagchi, Soumendu, et al. "Towards" on-demand" van der Waals epitaxy with hpc-driven online ensemble sampling." arXiv preprint arXiv:2504.05539 (2025).
  Morelock, R. J., et al. "pyRMG: A Python Framework for High-Throughput, Large-Cell Real-Space MultiGrid DFT Calculations." arXiv preprint arXiv:2509.16775 (2025).
  Boebinger, Matthew G., et al. "Deciphering Growth Kinetics of a Topological Insulator using in-situ 4D-STEM." Microscopy and Microanalysis 31.Supplement_1 (2025): ozaf048-092.
  Tian, Yifeng, et al. "Data-driven modeling of dislocation mobility from atomistics using physics-informed machine learning." npj computational materials 10.1 (2024): 219.

  Presenters

  • Soumendu Bagchi

    • Oak Ridge National Laboratory

  Authors

  • Soumendu Bagchi

    • Oak Ridge National Laboratory

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• Transforming Single Crystal Neutron Diffraction with ML Acceleration and AI Automation

  ORAL · Invited

  Nov. 15, 2025, 10:10 AM – Nov. 15, 2025, 10:50 AM

  Presenters

  • Zhongcan Xiao

    • Oak Ridge National Laboratory

  Authors

  • Zhongcan Xiao

    • Oak Ridge National Laboratory

  • Guannan Zhang

    • Oak Ridge National Lab

  • Zachary J Morgan

    • Oak Ridge National Laboratory

  • Leyi Zhang

    • University of Illinois Urbana-Champaign

  • Kevin Li

    • University of Michigan

  • Xiaoping Wang

    • Oak Ridge National Laboratory

  View abstract →