3 citations · 4 across the 4 of their papers we have counts for
4 papers
Elevating Variational Quantum Semidefinite Programs for Polynomial Objectives
Iria W. Wang, Robin Brown, Taylor L. Patti +3
Many practically important NP-hard optimization problems are inherently higher-order polynomial optimizations, which are typically addressed using approximation algorithms. Classic…
A Copositive Framework for Analysis of Hybrid Ising-Classical Algorithms
Robin Brown, David E. Bernal Neira, Davide Venturelli +1
Recent years have seen significant advances in quantum/quantum-inspired technologies capable of approximately searching for the ground state of Ising spin Hamiltonians. The promise…
A Unified View of SDP-based Neural Network Verification through Completely Positive Programming
Robin Brown, Edward Schmerling, Navid Azizan +1
Verifying that input-output relationships of a neural network conform to prescribed operational specifications is a key enabler towards deploying these networks in safety-critical…
On Local Computation for Optimization in Multi-Agent Systems
Robin Brown, Federico Rossi, Kiril Solovey +2
A number of prototypical optimization problems in multi-agent systems (e.g., task allocation and network load-sharing) exhibit a highly local structure: that is, each agent's decis…