3 papers
quant-ph2025
A Gate-Based Quantum Genetic Algorithm for Real-Valued Global Optimization
Leandro C. Souza, Laurent E. Dardenne, Renato Portugal
We propose a gate-based Quantum Genetic Algorithm (QGA) for real-valued global optimization. In this model, individuals are represented by quantum circuits whose measurement outcom…
quant-ph2025
Single-Qudit Quantum Neural Networks for Multiclass Classification
Leandro C. Souza, Renato Portugal
This paper proposes a single-qudit quantum neural network for multiclass classification, by using the enhanced representational capacity of high-dimensional qudit states. Our desig…
quant-ph2024
Regression and Classification with Single-Qubit Quantum Neural Networks
Leandro C. Souza, Bruno C. Guingo, Gilson Giraldi +1
The literature reflects a mutually beneficial relationship between machine learning and quantum computing, where progress in one field frequently drives improvements in the other.…