most citedTensor-Network Formulation of the Traveling Salesman Problem and Variants

1 citations · 3 across the 6 of their papers we have counts for

collaborators

6 papers

quant-ph2023★ 1 cited

Tensor-Network Formulation of the Traveling Salesman Problem and Variants

Alejandro Mata Ali, Iñigo Perez Delgado, Aitor Moreno Fdez. de Leceta

This work presents a tensor-network formulation of the Traveling Salesman Problem (TSP) and several of its variants. The approach represents candidate tours with tensor-network lay…

quant-ph2023

Task Scheduling Optimization with Direct Constraints from a Tensor Network Perspective

Alejandro Mata Ali, Iñigo Perez Delgado, Beatriz García Markaida +1

This work presents a novel method for task optimization in industrial plants using quantum-inspired tensor network technology. This method obtains the best possible combination of…

quant-ph2023★ 1 cited

Polynomial-time Solver of Tridiagonal QUBO, QUDO and Tensor QUDO problems with Tensor Networks

Alejandro Mata Ali, Iñigo Perez Delgado, Marina Ristol Roura +1

We present a quantum-inspired tensor network algorithm for solving tridiagonal Quadratic Unconstrained Binary Optimization (QUBO) problems and quadratic unconstrained discrete opti…

cs.LG2023★ 1 cited

Efficient Finite Initialization with Partial Norms for Tensorized Neural Networks and Tensor Networks Algorithms

Alejandro Mata Ali, Iñigo Perez Delgado, Marina Ristol Roura +1

We present two algorithms to initialize layers of tensorized neural networks and general tensor network algorithms using partial computations of their Frobenius norms and positive…

quant-ph2023

Solving Systems of Linear Equations: HHL from a Tensor Networks Perspective

Alejandro Mata Ali, Iñigo Perez Delgado, Marina Ristol Roura +2

This work presents a new approach for simulating the HHL linear systems of equations solver algorithm with tensor networks. First, a novel HHL in the qudits formalism, the generali…

quant-ph2023

Qubit Number Optimization for Restriction Terms of QUBO Hamiltonians

Iñigo Perez Delgado, Beatriz García Markaida, Alejandro Mata Ali +1

In usual restriction terms of the Quadratic Unconstrained Binary Optimization (QUBO) hamiltonians, a integer number of logical qubits R, called the Integer Restriction Coefficient…