Quantum dynamical hamiltonian monte carlo

O Lockwood, P Weiss, F Aronshtein, G Verdon - Physical Review Research, 2024 - APS
One of the open challenges in quantum computing is to find meaningful and practical
methods to leverage quantum computation to accelerate classical machine-learning …

Walking through Hilbert space with quantum computers

T Jiang, J Zhang, MKA Baumgarten, MF Chen… - arxiv preprint arxiv …, 2024 - arxiv.org
Computations of chemical systems' equilibrium properties and non-equilibrium dynamics
have been suspected of being a" killer app" for quantum computers. This review highlights …

Can Geometric Quantum Machine Learning Lead to Advantage in Barcode Classification?

C Umeano, S Scali, O Kyriienko - arxiv preprint arxiv:2409.01496, 2024 - arxiv.org
We consider the problem of distinguishing two vectors (visualized as images or barcodes)
and learning if they are related to one another. For this, we develop a geometric quantum …