170 citations · 171 across the 5 of their papers we have counts for
Showing 2021 · quant-phShow all
2 papers · 2 filters
quant-ph2021★ 170 cited
Theory of overparametrization in quantum neural networks
Martin Larocca, Nathan Ju, Diego García-Martín +2
The prospect of achieving quantum advantage with Quantum Neural Networks (QNNs) is exciting. Understanding how QNN properties (e.g., the number of parameters ) affect the loss l…
quant-ph2021★ 1 cited
Interactive quantum advantage with noisy, shallow Clifford circuits
Daniel Grier, Nathan Ju, Luke Schaeffer
Recent work by Bravyi et al. constructs a relation problem that a noisy constant-depth quantum circuit (QNC) can solve with near certainty (probability ), but that an…