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Preprint Aug 2026

Degeneracy Counting Quantum Algorithm using Decoherence

The canonical thermal pure quantum (CTPQ) state-based degeneracy counting (CTPQsd#) algorithm is developed that determines the number of global optima of a classical optimization problem P by measuring only a small probe S, without finding individual minima.

M. Das, M. A. Novotny, Y. Koshka · 0 citations
#machine learning Open access Aug 2025

Comparison of D-Wave Quantum Annealing and Gibbs Monte Carlo for Sampling from a Probability Distribution of a Restricted Boltzmann Machine

A local-valley (LV)-centered approach to assessing the quality of sampling from Restricted Boltzmann Machines (RBMs) was applied to the latest generation of the D-Wave quantum annealer, revealing some potential for improvement, e.g., using a combined classical–quantum approach.

Abdelmoula El Yazizi, S. U. Khan, Y. Koshka · 1 citation

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