18 citations · 39 across the 15 of their papers we have counts for
9 papers · 1 filter
Solving Max-3SAT Using QUBO Approximation
Sebastian Zielinski, Jonas Nüßlein, Michael Kölle +3
As contemporary quantum computers do not possess error correction, any calculation performed by these devices can be considered an involuntary approximation. To solve a problem on…
Simple Quantum State Encodings for Hybrid Programming of Quantum Simulators
Thomas Gabor, Marian Lingsch Rosenfeld, Claudia Linnhoff-Popien
Especially sparse quantum states can be efficiently encoded with simple classical data structures. We show the admissibility of using a classical database to encode quantum states…
How to Approximate any Objective Function via Quadratic Unconstrained Binary Optimization
Thomas Gabor, Marian Lingsch Rosenfeld, Sebastian Feld +1
Quadratic unconstrained binary optimization (QUBO) has become the standard format for optimization using quantum computers, i.e., for both the quantum approximate optimization algo…
Insights on Training Neural Networks for QUBO Tasks
Thomas Gabor, Sebastian Feld, Hila Safi +2
Current hardware limitations restrict the potential when solving quadratic unconstrained binary optimization (QUBO) problems via the quantum approximate optimization algorithm (QAO…
The Holy Grail of Quantum Artificial Intelligence: Major Challenges in Accelerating the Machine Learning Pipeline
Thomas Gabor, Leo Sünkel, Fabian Ritz +5
We discuss the synergetic connection between quantum computing and artificial intelligence. After surveying current approaches to quantum artificial intelligence and relating them…
Approximate Approximation on a Quantum Annealer
Irmi Sax, Sebastian Feld, Sebastian Zielinski +3
Many problems of industrial interest are NP-complete, and quickly exhaust resources of computational devices with increasing input sizes. Quantum annealers (QA) are physical device…