4 papers
Comment on the Quantum Supremacy Claim by Google
Anirudh Reddy, Benjamin Perez-Garcia, Adenilton Jose da Silva +1
Quantum computation promises to execute certain computational tasks on time scales much faster than any known algorithm on an existing classical computer, for example calculating t…
Quantum ensemble of trained classifiers
Ismael C. S. Araujo, Adenilton J. da Silva
Through superposition, a quantum computer is capable of representing an exponentially large set of states, according to the number of qubits available. Quantum machine learning is…
Parametric Probabilistic Quantum Memory
Rodrigo S. Sousa, Priscila G. M. dos Santos, Tiago M. L. Veras +2
Probabilistic Quantum Memory (PQM) is a data structure that computes the distance from a binary input to all binary patterns stored in superposition on the memory. This data struct…
Quantum enhanced cross-validation for near-optimal neural networks architecture selection
Priscila G. M. dos Santos, Rodrigo S. Sousa, Ismael C. S. Araujo +1
This paper proposes a quantum-classical algorithm to evaluate and select classical artificial neural networks architectures. The proposed algorithm is based on a probabilistic quan…