no code implementations • 9 Nov 2021 • Kathleen E. Hamilton, Emily Lynn, Raphael C. Pooser
Variational training of parameterized quantum circuits (PQCs) underpins many workflows employed on near-term noisy intermediate scale quantum (NISQ) devices.
no code implementations • 15 Apr 2020 • Samudra Dasgupta, Kathleen E. Hamilton, Arnab Banerjee
Quantum Reservoir Computing (QRC) exploits the dynamics of quantum ensemble systems for machine learning.
2 code implementations • 25 Mar 2019 • Kathleen E. Hamilton, Tiffany M. Mintz, Catherine D. Schuman
In this paper we consider graph algorithms and graphical analysis as a new application for neuromorphic computing platforms.
2 code implementations • 20 Nov 2017 • Kathleen E. Hamilton, Neena Imam, Travis S. Humble
Using a fully connected spiking neuron system, with both inhibitory and excitatory synaptic connections, the firing patterns of neurons within the same community can be distinguished from firing patterns of neurons in different communities.