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20212025
most citedExploring Unsupervised Anomaly Detection with Quantum Boltzmann Machines in Fraud Detection

13 citations · 33 across the 13 of their papers we have counts for

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6 papers · 1 filter

quant-ph2024

Reducing QUBO Density by Factoring Out Semi-Symmetries

Jonas Nüßlein, Leo Sünkel, Jonas Stein +6

Quantum Approximate Optimization Algorithm (QAOA) and Quantum Annealing are prominent approaches for solving combinatorial optimization problems, such as those formulated as Quadra…

quant-ph2024

Reducing QAOA Circuit Depth by Factoring out Semi-Symmetries

Jonas Nüßlein, Leo Sünkel, Jonas Stein +4

QAOA is a quantum algorithm for solving combinatorial optimization problems. It is capable of searching for the minimizing solution vector of a QUBO problem . The number…

quant-ph2024★ 1 cited

Towards Less Greedy Quantum Coalition Structure Generation in Induced Subgraph Games

Jonas Nüßlein, Daniëlle Schuman, David Bucher +5

The transition to 100% renewable energy requires new techniques for managing energy networks, such as dividing them into sensible subsets of prosumers called micro-grids. Doing so…

cs.LG2024★ 3 cited

Efficient Quantum One-Class Support Vector Machines for Anomaly Detection Using Randomized Measurements and Variable Subsampling

Michael Kölle, Afrae Ahouzi, Pascal Debus +4

Quantum one-class support vector machines leverage the advantage of quantum kernel methods for semi-supervised anomaly detection. However, their quadratic time complexity with resp…

quant-ph2024★ 1 cited

The Questionable Influence of Entanglement in Quantum Optimisation Algorithms

Tobias Rohe, Daniëlle Schuman, Jonas Nüßlein +3

The performance of the Variational Quantum Eigensolver (VQE) is promising compared to other quantum algorithms, but also depends significantly on the appropriate design of the unde…

quant-ph2024★ 3 cited

Sampling Problems on a Quantum Computer

Maximilian Balthasar Mansky, Jonas Nüßlein, David Bucher +3

Due to the advances in the manufacturing of quantum hardware in the recent years, significant research efforts have been directed towards employing quantum methods to solving probl…