Quantum classification and search algorithms using spinorial representations

TL;DR

This paper introduces algebraic quantum algorithms for classification and search tasks using Clifford algebras and spinorial representations, offering a unified framework and simplified oracle implementation.

Contribution

It presents a novel algebraic formulation of quantum classification and search algorithms based on Clifford algebras, enhancing their conceptual clarity and implementation.

Findings

Constructed orthogonal quantum states for classification using spinorial properties.

Implemented quantum search with oracles directly using Clifford algebra generators.

Provided computational demonstrations of the proposed algorithms.

Abstract

We propose an algebraic formulation for two distinct quantum algorithms: a quantum classification algorithm and a quantum search algorithm with a non-uniform initial distribution, both based on Clifford algebras and spinorial representations. In the classification algorithm, we exploit properties of spinorial representations to construct orthogonal quantum states associated with different classes, allowing the identification of an item's class through the evaluation of expectation values of operators derived from the generators of the Clifford algebra. In the quantum search algorithm, we consider a database with prior information in which the oracle is implemented directly using generators of the Clifford algebra, simplifying its realization. The proposed approach provides a unified algebraic description for both algorithms, employing spinorial representations in the construction of quantum states and operators. Computational implementations are presented.