4 papers
Prime Factorization Equation from a Tensor Network Perspective
Alejandro Mata Ali, Jorge MartÃnez MartÃn, Sergio Muñiz Subiñas +3
This paper presents an exact and explicit tensor-network equation for the search of nontrivial divisors of a composite integer, together with an algorithm for its computation. The…
Quantum-inspired Tensor Network for QUBO, QUDO and Tensor QUDO Problems with k-neighbors
Sergio Muñiz Subiñas, Alejandro Mata Ali, Jorge MartÃnez MartÃn +3
This work presents a novel tensor network algorithm for solving Quadratic Unconstrained Binary Optimization (QUBO) problems, Quadratic Unconstrained Discrete Optimization (QUDO) pr…
Vacuum Spiker: A Spiking Neural Network-Based Model for Efficient Anomaly Detection in Time Series
Iago Xabier Vázquez, Javier Sedano, Muhammad Afzal +1
Anomaly detection is a key task across domains such as industry, healthcare, and cybersecurity. Many real-world anomaly detection problems involve analyzing multiple features over…
Knapsack and Shortest Path Problems Generalizations From A Quantum-Inspired Tensor Network Perspective
Sergio Muñiz Subiñas, Jorge MartÃnez MartÃn, Alejandro Mata Ali +2
In this paper, we present two tensor network quantum-inspired algorithms to solve the knapsack and the shortest path problems, and enables to solve some of its variations. These me…