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Showing 1–8 of 8 results
Advanced filters: Author: Zoë Holmes Clear advanced filters
  • Quantum kernel methods are usually believed to enjoy better trainability than quantum neural networks which may suffer from a well-studied barren plateau. Here, building over previous evidence, the authors show that practical implications of exponential concentration result in a trivial data-insensitive model after training, and identify commonly used features that induce the concentration.

    • Supanut Thanasilp
    • Samson Wang
    • Zoë Holmes
    ResearchOpen Access
    Nature Communications
    Volume: 15, P: 1-13
  • Generalization - that is, the ability to extrapolate from training data to unseen data - is fundamental in machine learning, and thus also for quantum ML. Here, the authors show that QML algorithms are able to generalise the training they had on a specific distribution and learn over different distributions.

    • Matthias C. Caro
    • Hsin-Yuan Huang
    • Zoë Holmes
    ResearchOpen Access
    Nature Communications
    Volume: 14, P: 1-9
  • There has been growing evidence that strategies to circumvent the barren plateau problem in variational quantum computing might also kill potential quantum advantages. In this Perspective, the authors gather this evidence, discuss what is still missing to provide a definitive answer, and provide new research directions.

    • M. Cerezo
    • Martin Larocca
    • Zoë Holmes
    ReviewsOpen Access
    Nature Communications
    Volume: 16, P: 1-15
  • Barren plateaus are widely considered as one of the main limitations for variational quantum algorithms. This Review summarizes the latest understandings of barren plateaus, indicating its causes, architecture that will suffer from this phenomenon, and discusses strategies that can — and cannot — avoid it.

    • Martín Larocca
    • Supanut Thanasilp
    • M. Cerezo
    Reviews
    Nature Reviews Physics
    Volume: 7, P: 174-189