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Quantum Techniques in Machine Learning

6–11 Dec 2026
Stellenbosch University
Africa/Johannesburg timezone

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    Contact

    • qtml2026@nithecs.ac.za

    Details for Zoë Holmes

    EPFL

    Author in the following contributions

    • Representation theory for passive linear optics: anti-concentration, barren plateaus and classical simulability
    • Quantum simulation in the Heisenberg picture: Algorithms and Learning Separations
    • IQP Born Machines under Data-dependent and Agnostic Initializations
    • Warm Starts, Cold States: Exploiting Adiabaticity for Variational Ground-States
    • Sampling from Thermal Quantum States via Pauli Propagation
    • Gibbs State Simulation with Pauli and Majorana Propagation
    • Autonomous quantum machine learning via Riemannian gradient-based optimization
    • Exponentially many initializations to avoid barren plateaus: too much choice?
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