120 citations · 260 across the 12 of their papers we have counts for
14 papers
Automated detection of symmetry-protected subspaces in quantum simulations
Caleb Rotello, Eric B. Jones, Peter Graf +1
The analysis of symmetry in quantum systems is of utmost theoretical importance, useful in a variety of applications and experimental settings, and is difficult to accomplish in ge…
Exploring the scaling limitations of the variational quantum eigensolver with the bond dissociation of hydride diatomic molecules
Jacob M. Clary, Eric B. Jones, Derek Vigil-Fowler +2
Materials simulations involving strongly correlated electrons pose fundamental challenges to state-of-the-art electronic structure methods but are hypothesized to be the ideal use…
A Comparison of Model-Free and Model Predictive Control for Price Responsive Water Heaters
David J. Biagioni, Xiangyu Zhang, Peter Graf +2
We present a careful comparison of two model-free control algorithms, Evolution Strategies (ES) and Proximal Policy Optimization (PPO), with receding horizon model predictive contr…
A Modular and Transferable Reinforcement Learning Framework for the Fleet Rebalancing Problem
Erotokritos Skordilis, Yi Hou, Charles Tripp +3
Mobility on demand (MoD) systems show great promise in realizing flexible and efficient urban transportation. However, significant technical challenges arise from operational decis…
Grid-Interactive Multi-Zone Building Control Using Reinforcement Learning with Global-Local Policy Search
Xiangyu Zhang, Rohit Chintala, Andrey Bernstein +2
In this paper, we develop a grid-interactive multi-zone building controller based on a deep reinforcement learning (RL) approach. The controller is designed to facilitate building…
On Hybrid Quantum and Classical Computing Algorithms for Mixed-Integer Programming
Chin-Yao Chang, Eric Jones, Yiyun Yao +2
Quantum computing is emerging as a new computing resource that could be superior to conventional computing for certain classes of optimization problems. However, in principle, most…