4 papers
Assessing the Advantages and Limitations of Quantum Neural Networks in Regression Tasks
Gubio G. de Limaa, Tiago de S. Farias, Alexandre C. Ricardo +1
The development of quantum neural networks (QNNs) has attracted considerable attention due to their potential to surpass classical models in certain machine learning tasks. Nonethe…
An introduction to Neural Networks for Physicists
G. Café de Miranda, Gubio G. de Lima, Tiago de S. Farias
Machine learning techniques have emerged as powerful tools to tackle various challenges. The integration of machine learning methods with Physics has led to innovative approaches i…
Quantum computation over the vibrational modes of a single trapped ion
Alexandre C. Ricardo, Gubio G. de Lima, Amanda G. Valério +2
Continuous-variable quantum computing utilizes continuous parameters of a quantum system to encode information, promising efficient solutions to complex problems. Trapped-ion syste…
Warehouse optimization using a trapped-ion quantum processor
Alexandre C. Ricardo, Gabriel P. L. M. Fernandes, Amanda G. Valério +8
Warehouse optimization stands as a critical component for enhancing operational efficiency within the industrial sector. By strategically streamlining warehouse operations, organiz…