451 citations · 984 across the 8 of their papers we have counts for
8 papers
Explainable AI using expressive Boolean formulas
Gili Rosenberg, J. Kyle Brubaker, Martin J. A. Schuetz +6
We propose and implement an interpretable machine learning classification model for Explainable AI (XAI) based on expressive Boolean formulas. Potential applications include credit…
A Variable Neighbourhood Descent Heuristic for Conformational Search Using a Quantum Annealer
D. J. J. Marchand, M. Noori, A. Roberts +6
Discovering the low-energy conformations of a molecule is of great interest to computational chemists, with applications in {\em in silico} materials design and drug discovery. In…
Physics-Inspired Optimization for Quadratic Unconstrained Problems Using a Digital Annealer
Maliheh Aramon, Gili Rosenberg, Elisabetta Valiante +3
The Fujitsu Digital Annealer (DA) is designed to solve fully connected quadratic unconstrained binary optimization (QUBO) problems. It is implemented on application-specific CMOS h…
Effective optimization using sample persistence: A case study on quantum annealers and various Monte Carlo optimization methods
Hamed Karimi, Gili Rosenberg, Helmut G. Katzgraber
We present and apply a general-purpose, multi-start algorithm for improving the performance of low-energy samplers used for solving optimization problems. The algorithm iteratively…
Boosting quantum annealer performance via sample persistence
Hamed Karimi, Gili Rosenberg
We propose a novel method for reducing the number of variables in quadratic unconstrained binary optimization problems, using a quantum annealer (or any sampler) to fix the value o…
Building an iterative heuristic solver for a quantum annealer
Gili Rosenberg, Mohammad Vazifeh, Brad Woods +1
A quantum annealer heuristically minimizes quadratic unconstrained binary optimization (QUBO) problems, but is limited by the physical hardware in the size and density of the probl…
Solving the Optimal Trading Trajectory Problem Using a Quantum Annealer
Gili Rosenberg, Poya Haghnegahdar, Phil Goddard +3
We solve a multi-period portfolio optimization problem using D-Wave Systems' quantum annealer. We derive a formulation of the problem, discuss several possible integer encoding sch…
Topological Anderson Insulator in Three Dimensions
H. -M. Guo, G. Rosenberg, G. Refael +1
Disorder, ubiquitously present in solids, is normally detrimental to the stability of ordered states of matter. In this letter we demonstrate that not only is the physics of a stro…