Autonomous Learning Machines

Presentations

• Multistability towards reprogrammable mechanical devices

  ORAL · Invited

  March 5, 2024, 3:00 PM – March 5, 2024, 3:36 PM

  Presenters

  • Leon Kamp

    • Harvard university

  Authors

  • Leon Kamp

    • Harvard university

  • Katia Bertoldi

    • Harvard University

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• Identifying Traces of Learning in Physical Systems

  ORAL · Invited

  March 5, 2024, 3:36 PM – March 5, 2024, 4:12 PM

  Presenters

  • Marcelo Guzmán

    • University of Pennsylvania
    • UPenn

  Authors

  • Marcelo Guzmán

    • University of Pennsylvania
    • UPenn

  • Felipe Martins

    • University of Pennsylvania

  • Andrea J Liu

    • University of Pennsylvania

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• Neural computation without neurons

  ORAL · Invited

  March 5, 2024, 4:12 PM – March 5, 2024, 4:48 PM

  Presenters

  • Arvind Murugan

    • University of Chicago

  Authors

  • Arvind Murugan

    • University of Chicago

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• Physics for Neuromorphic Computing

  ORAL · Invited

  March 5, 2024, 4:48 PM – March 5, 2024, 5:24 PM

  Publication: Dudas, J., Carles, B., Plouet, E. et al. Quantum reservoir computing implementation on coherently coupled quantum oscillators. npj Quantum Inf 9, 64 (2023).

  Presenters

  • Danijela Markovic

    • CNRS/Thales, Université Paris-Saclay
    • CNRS/THALES

  Authors

  • Danijela Markovic

    • CNRS/Thales, Université Paris-Saclay
    • CNRS/THALES

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• Physical neural networks trained with a physics-aware backpropagation algorithm

  ORAL · Invited

  March 5, 2024, 5:24 PM – March 5, 2024, 6:00 PM

  Publication: S.-Y. Ma, T. Wang, J. Laydevant, L.G. Wright, and P.L. McMahon "Quantum-noise-limited
  optical neural networks operating at a few quanta per activation", arXiv: 2302.10360
  
  M.G. Anderson, S.-Y. Ma, T. Wang, L.G. Wright, and P.L. McMahon "Optical Transformers",
  arXiv: 2302.10360
  
  L.G. Wright†, T. Onodera†, M.M. Stein, T. Wang, D.T. Schachter, Z. Hu, and P.L. McMahon
  (2022) "Deep physical neural networks trained with backpropagation", Nature 601, 549–555.
  
  T. Wang†, M.M. Sohoni†, L.G. Wright, M.M. Stein, S.-Y. Ma, T. Onodera, M.G. Anderson,
  P.L. McMahon (2023) "Image sensing with multilayer, nonlinear optical neural networks",
  Nature Photonics 17, 408–415.
  
  T. Wang, S. Ma, L.G. Wright, T. Onodera, B. Richards, and P. L. McMahon (2022) "A
  photonic neural network using less than 1 photon per weight multiplication," Nature
  Communications 13, 123.
  
  Other manuscripts in progress

  Presenters

  • Logan G Wright

    • Cornell University

  Authors

  • Logan G Wright

    • Cornell University

  View abstract →