17 citations · 47 across the 22 of their papers we have counts for
3 papers · 1 filter
Stochastic Security as a Performance Metric for Quantum-enhanced Generative AI
Noah A. Crum, Leanto Sunny, Pooya Ronagh +3
Motivated by applications of quantum computers in Gibbs sampling from continuous real-valued functions, we ask whether such algorithms can provide practical advantages for machine…
Quantum Algorithms for Structured Prediction
Behrooz Sepehry, Ehsan Iranmanesh, Michael P. Friedlander +1
We introduce two quantum algorithms for solving structured prediction problems. We first show that a stochastic gradient descent that uses the quantum minimum finding algorithm and…
Free energy-based reinforcement learning using a quantum processor
Anna Levit, Daniel Crawford, Navid Ghadermarzy +3
Recent theoretical and experimental results suggest the possibility of using current and near-future quantum hardware in challenging sampling tasks. In this paper, we introduce fre…