Emergence of Learning in Physical Systems

Presentations

• Metamaterials that learn to change shape

  ORAL · Invited

  March 20, 2025, 6:00 PM – March 20, 2025, 6:36 PM

  Presenters

  • Corentin Coulais

    University of Amsterdam

  Authors

  • Corentin Coulais

    University of Amsterdam

  View abstract →

• The Effects of Physicality on Emergent Learning

  ORAL · Invited

  March 20, 2025, 6:36 PM – March 20, 2025, 7:12 PM

  Presenters

  • Sam J Dillavou

    University of Pennsylvania

  Authors

  • Sam J Dillavou

    University of Pennsylvania

  • Jason W Rocks

    Boston University

  • Jacob Wycoff

    University of Pennsylvania

  • Andrea J Liu

    University of Pennsylvania

  • Marcelo Guzmán

    University of Pennsylvania

  • Douglas J Durian

    University of Pennsylvania

  View abstract →

• Learning and Adaptation in Biological Cellular Processes

  ORAL

  March 20, 2025, 7:12 PM – March 20, 2025, 7:24 PM

  Presenters

  • William R Cannon

    Pacific Northwest Natl Lab

  Authors

  • William R Cannon

    Pacific Northwest Natl Lab

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• Function with Fluctuations

  ORAL

  March 20, 2025, 7:24 PM – March 20, 2025, 7:36 PM

  Presenters

  • Ben Pisanty

    University of Pennsylvania

  Authors

  • Ben Pisanty

    University of Pennsylvania

  • Jovana Andrejevic

    University of Pennsylvania

  • Sidney R Nagel

    University of Chicago

  • Andrea J Liu

    University of Pennsylvania

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• Combinatorial decision-making driven by surface condensation in multicomponent mixtures

  ORAL

  March 20, 2025, 7:36 PM – March 20, 2025, 7:48 PM

  Presenters

  • Aidan Zentner

    Harvard University

  Authors

  • Aidan Zentner

    Harvard University

  • Ethan Halingstad

    Northwestern University

  • Cameron Chalk

    California Institute of Technology

  • Michael P Brenner

    Harvard University, Harvard University/Google Research

  • Erik Winfree

    California Institute of Technology

  • Arvind Murugan

    University of Chicago

  • Krishna Shrinivas

    Northwestern University

  View abstract →

• Microchips that learn with local, physics inspired rules

  ORAL

  March 20, 2025, 7:48 PM – March 20, 2025, 8:00 PM

  Presenters

  • Sophia Handley

    University of Pennsylvania

  Authors

  • Sophia Handley

    University of Pennsylvania

  • Tarunyaa Sivakumar

    University of Pennsylvania

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• Physical networks become what they learn

  ORAL

  March 20, 2025, 8:00 PM – March 20, 2025, 8:12 PM

  Publication: https://arxiv.org/abs/2406.09689

  Presenters

  • Menachem Stern

    AMOLF

  Authors

  • Menachem Stern

    AMOLF

  • Marcelo Guzmán

    University of Pennsylvania

  • Felipe Martins

    University of Pennsylvania

  • Andrea J Liu

    University of Pennsylvania

  • Vijay Balasubramanian

    University of Pennsylvania

  View abstract →

• Topological mechanical neural networks as classifiers towards machine learning

  ORAL

  March 20, 2025, 8:12 PM – March 20, 2025, 8:24 PM

  Publication: Shuaifeng Li, Xiaoming Mao, Topological mechanical neural networks as classifiers towards machine learning, In preparation

  Presenters

  • Shuaifeng Li

    University of Michigan

  Authors

  • Shuaifeng Li

    University of Michigan

  • Xiaoming Mao

    University of Michigan

  View abstract →

• Evolution of Imprints of Learning in Self-Learning Networks

  ORAL

  March 20, 2025, 8:24 PM – March 20, 2025, 8:36 PM

  Presenters

  • Felipe Martins

    University of Pennsylvania

  Authors

  • Felipe Martins

    University of Pennsylvania

  • Menachem Stern

    AMOLF

  • Marcelo Guzmán

    University of Pennsylvania

  • Andrea J Liu

    University of Pennsylvania

  View abstract →

• Local learning in robotic granular materials

  ORAL

  March 20, 2025, 8:36 PM – March 20, 2025, 8:48 PM

  Presenters

  • Moyosore Odunsi

    Syracuse University

  Authors

  • Moyosore Odunsi

    Syracuse University

  • Nidhi Pashine

    Syracuse University

  • Yun Sun

    Syracuse University

  View abstract →

• Mesoscale heterogeneity in equilibrium amorphous solids: The role of the induced measure

  ORAL

  March 20, 2025, 8:48 PM – March 20, 2025, 9:00 PM

  Presenters

  • Boli Zhou

    University of Texas at Austin

  Authors

  • Boli Zhou

    University of Texas at Austin

  • Ziqi Zhou

    Stony Brook University

  • Paul M Goldbart

    Stony Brook University

  View abstract →