331 citations · 1.9k across the 35 of their papers we have counts for
3 papers · 1 filter
Entanglement and Tensor Networks for Supervised Image Classification
John Martyn, Guifre Vidal, Chase Roberts +1
Tensor networks, originally designed to address computational problems in quantum many-body physics, have recently been applied to machine learning tasks. However, compared to quan…
Anomaly Detection with Tensor Networks
Jinhui Wang, Chase Roberts, Guifre Vidal +1
Originating from condensed matter physics, tensor networks are compact representations of high-dimensional tensors. In this paper, the prowess of tensor networks is demonstrated on…
Investigating Quantum Approximate Optimization Algorithms under Bang-bang Protocols
Daniel Liang, Li Li, Stefan Leichenauer
The quantum approximate optimization algorithm (QAOA) is widely seen as a possible usage of noisy intermediate-scale quantum (NISQ) devices. We analyze the algorithm as a bang-bang…