19 citations · 43 across the 5 of their papers we have counts for
6 papers
Snowmass White Paper: Quantum Computing Systems and Software for High-energy Physics Research
Travis S. Humble, Andrea Delgado, Raphael Pooser +23
Quantum computing offers a new paradigm for advancing high-energy physics research by enabling novel methods for representing and reasoning about fundamental quantum mechanical phe…
A Hybrid Quantum-Classical Neural Network Architecture for Binary Classification
Davis Arthur, Prasanna Date
Deep learning is one of the most successful and far-reaching strategies used in machine learning today. However, the scale and utility of neural networks is still greatly limited b…
Neuromorphic Computing is Turing-Complete
Prasanna Date, Catherine Schuman, Bill Kay +1
Neuromorphic computing is a non-von Neumann computing paradigm that performs computation by emulating the human brain. Neuromorphic systems are extremely energy-efficient and known…
Adiabatic Quantum Optimization Fails to Solve the Knapsack Problem
Lauren Pusey-Nazzaro, Prasanna Date
In this work, we attempt to solve the integer-weight knapsack problem using the D-Wave 2000Q adiabatic quantum computer. The knapsack problem is a well-known NP-complete problem in…
Balanced k-Means Clustering on an Adiabatic Quantum Computer
Davis Arthur, Prasanna Date
Adiabatic quantum computers are a promising platform for approximately solving challenging optimization problems. We present a quantum approach to solving the balanced -means cl…
Hyperparameter Optimization in Binary Communication Networks for Neuromorphic Deployment
Maryam Parsa, Catherine D. Schuman, Prasanna Date +8
Training neural networks for neuromorphic deployment is non-trivial. There have been a variety of approaches proposed to adapt back-propagation or back-propagation-like algorithms…