Emergence of Learning in Physical Systems

Presentations

• Metamaterials that learn to change shape

  ORAL · Invited

  March 20, 2025, 3:00 PM – March 20, 2025, 3:36 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, 3:36 PM – March 20, 2025, 4:12 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, 4:12 PM – March 20, 2025, 4:24 PM

  Presenters

  • William R Cannon

    • Pacific Northwest Natl Lab

  Authors

  • William R Cannon

    • Pacific Northwest Natl Lab

  View abstract →

• Function with Fluctuations

  ORAL

  March 20, 2025, 4:24 PM – March 20, 2025, 4:36 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

  View abstract →

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

  ORAL

  March 20, 2025, 4:36 PM – March 20, 2025, 4:48 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, 4:48 PM – March 20, 2025, 5:00 PM

  Presenters

  • Sophia Handley

    • University of Pennsylvania

  Authors

  • Sophia Handley

    • University of Pennsylvania

  • Tarunyaa Sivakumar

    • University of Pennsylvania

  View abstract →

• Physical networks become what they learn

  ORAL

  March 20, 2025, 5:00 PM – March 20, 2025, 5:12 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, 5:12 PM – March 20, 2025, 5:24 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, 5:24 PM – March 20, 2025, 5:36 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, 5:36 PM – March 20, 2025, 5:48 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, 5:48 PM – March 20, 2025, 6:00 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 →