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…
Optimization of the quantization of dense neural networks from an exact QUBO formulation
Sergio Muñiz Subiñas, Manuel L. González, Jorge Ruiz Gómez +4
This work introduces a post-training quantization (PTQ) method for dense neural networks via a novel ADAROUND-based QUBO formulation. Using the Frobenius distance between the theor…
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…