activity
20022024
most citedA Practical Introduction to Tensor Networks: Matrix Product States and Projected Entangled Pair States

2.1k citations · 8.6k across the 93 of their papers we have counts for

collaborators

94 papers

cs.CV2024★ 1 cited

Boosting Defect Detection in Manufacturing using Tensor Convolutional Neural Networks

Pablo Martin-Ramiro, Unai Sainz de la Maza, Sukhbinder Singh +2

Defect detection is one of the most important yet challenging tasks in the quality control stage in the manufacturing sector. In this work, we introduce a Tensor Convolutional Neur…

quant-ph2023★ 63 cited

Efficient tensor network simulation of IBM's largest quantum processors

Siddhartha Patra, Saeed S. Jahromi, Sukhbinder Singh +1

We show how quantum-inspired 2d tensor networks can be used to efficiently and accurately simulate the largest quantum processors from IBM, namely Eagle (127 qubits), Osprey (433 q…

q-fin.CP2023★ 4 cited

Application of Tensor Neural Networks to Pricing Bermudan Swaptions

Raj G. Patel, Tomas Dominguez, Mohammad Dib +12

The Cheyette model is a quasi-Gaussian volatility interest rate model widely used to price interest rate derivatives such as European and Bermudan Swaptions for which Monte Carlo s…

quant-ph2023★ 12 cited

Improving Gradient Methods via Coordinate Transformations: Applications to Quantum Machine Learning

Pablo Bermejo, Borja Aizpurua, Roman Orus

Machine learning algorithms, both in their classical and quantum versions, heavily rely on optimization algorithms based on gradients, such as gradient descent and alike. The overa…

q-fin.PR2022★ 4 cited

Quantum-Inspired Tensor Neural Networks for Option Pricing

Raj G. Patel, Chia-Wei Hsing, Serkan Sahin +12

Recent advances in deep learning have enabled us to address the curse of dimensionality (COD) by solving problems in higher dimensions. A subset of such approaches of addressing th…

math.GM2022★ 3 cited

Analyzing Riemann's hypothesis

Mercedes Orus-Lacort, Roman Orus, Christophe Jouis

In this paper we perform a detailed analysis of Riemann's hypothesis, dealing with the zeros of the analytically-extended zeta function. We use the functional equation $ζ(s) = 2^{s…