120 citations · 184 across the 7 of their papers we have counts for
3 papers · 1 filter
Simulating groundstate and dynamical quantum phase transitions on a superconducting quantum computer
James Dborin, Vinul Wimalaweera, Fergus Barratt +3
We optimise a translationally invariant, sequential quantum circuit on a superconducting quantum device to simulate the groundstate of the quantum Ising model through its quantum c…
Deterministic Tensor Network Classifiers
L. Wright, F. Barratt, J. Dborin +3
We present tensor networks for feature extraction and refinement of classifier performance. These networks can be initialised deterministically and have the potential for implement…
Improvements to Gradient Descent Methods for Quantum Tensor Network Machine Learning
Fergus Barratt, James Dborin, Lewis Wright
Tensor networks have demonstrated significant value for machine learning in a myriad of different applications. However, optimizing tensor networks using standard gradient descent…