Autonomous Learning Machines

INVITED · K43 · ID: 1850384

Presentations

  • Physics for Neuromorphic Computing

    ORAL · Invited

    –

    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

    View abstract →

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

    ORAL · Invited

    –

    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 →