Language Models and Foundation Models for Physics Applications

FOCUS · MAR-F42 · ID: 4001099

Presentations

  • ORAL · Invited

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    Publication: [1] https://arxiv.org/abs/2509.06947
    [2] https://arxiv.org/abs/2411.10430

    Presenters

    • Annabelle Bohrdt

      • LMU Munich
      • University of Regensbury

    Authors

    • Annabelle Bohrdt

      • LMU Munich
      • University of Regensbury

    • Hannah Lange

      • LMU Munich

    • Annika Böhler

      • LMU Munich

    • Christopher Roth

      • Simons Foundation (Flatiron Institute)

    • Tizian Blatz

      • LMU Munich

    • Sebastian Paeckel

      • Ludwig-Maximilians-Universitaet (LMU-Munich)
      • LMU Munich

    • Ulrich Schollwöck

      • Ludwig-Maximilians Universität (LMU Munich)
      • Ludwig-Maximilians-Universitaet (LMU Munich)
      • Ludwig-MaximiliansUniversitaet (LMU Munich)
      • LMU Munich

    View abstract →

  • ORAL

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    Publication: Rautela, Mahindra Singh, et al. "MORPH: Shape-agnostic PDE Foundation Models." arXiv preprint arXiv:2509.21670 (2025).

    Presenters

    • Mahindra Rautela

      • Los Alamos National Laboratory

    Authors

    • Mahindra Rautela

      • Los Alamos National Laboratory

    • Alexander Most

      • Los Alamos National Laboratory

    • Siddharth Mansingh

      • Los Alamos National Laboratory

    • Bradley Love

      • Los Alamos National Laboratory

    • Diane Oyen

      • Los Alamos National Laboratory

    • Earl Lawrence

      • Los Alamos National Laboratory

    • Ayan Biswas

      • Los Alamos National Laboratory

    View abstract →

  • ORAL

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    Publication: Zhu, M., Tian, M., Yang, X., Zhou, T., Zhu, P., Chertkov, E., ... & Peng, H. (2025). Probing the Critical Point (CritPt) of AI Reasoning: a Frontier Physics Research Benchmark. arXiv preprint arXiv:2509.26574.

    Presenters

    • Minhui Zhu

      • Argonne National Laboratory

    Authors

    • Minhui Zhu

      • Argonne National Laboratory

    • Minyang Tian

      • Argonne National Laboratory, University of Illinois Urbana-Champaign

    • Xiaocheng Yang

      • University of Illinois Urbana-Champaign

    • Tianci Zhou

      • Massachusetts Institute of Technology
      • Virginia Polytechnic Institute and State University
      • Virginia Tech

    • Penghao Zhu

      • Ohio State University

    • Eli Chertkov

      • Independent
      • Quantinuum

    • Shengyan Liu

      • University of Illinois at Urbana-Champaign

    • Yufeng Du

      • University of Illinois Urbana-Champaign

    • Lifan Yuan

      • University of Illinois Urbana-Champaign

    • Ziming Ji

      • Northeastern University

    • Indranil Das

      • University of Illinois at Urbana-Champaign

    • Junyi Cao

      • University of Illinois at Urbana-Champaign

    • Yufeng Du

      • California Institute of Technology

    • Jinchen He

      • University of Maryland College Park

    • Yifan Su

      • Massachusetts Institute of Technology
      • Columbia University

    • Peixue Wu

      • University of Waterloo

    • Jiabin Yu

      • University of Florida

    • Yikun Jiang

      • Northeastern University

    • Yujie Zhang

      • Perimeter Institute for Theoretical Physics, University of Waterloo

    • Chang Liu

      • University of Connecticut

    • Daniel A Inafuku

      • University of Illinois at Urbana-Champaign

    • Nicholas Chia

      • Argonne National Laboratory

    • Eliu Huerta

      • Argonne National Laboratory

    • Hao Peng

      • University of Illinois Urbana-Champaign

    View abstract →

  • ORAL

    –

    Publication: https://arxiv.org/abs/2503.04725
    https://neurips.cc/virtual/2025/poster/115721

    Presenters

    • Zhuo Chen

      • Massachusetts Institute of Technology

    Authors

    • Zhuo Chen

      • Massachusetts Institute of Technology

    • Oriol Mayné i Comas

      • Massachusetts Institute of Technology

    • Zhuotao Jin

      • Massachusetts Institute of Technology
      • Harvard University
      • Harvard University, Massachusetts Institute of Technology

    • Di Luo

      • University of California, Los Angeles

    • Marin Soljacic

      • Massachusetts Institute of Technology
      • MIT

    View abstract →