activity
20142025
most citedQuantum-Inspired Tensor Neural Networks for Partial Differential Equations

4 citations · 16 across the 6 of their papers we have counts for

collaborators

6 papers

quant-ph2025

Quantum-Inspired Solver for Simulating Material Deformations

Mazen Ali, Aser Cortines, Siddhartha Morales +5

This paper explores the application of tensor networks (TNs) to the simulation of material deformations within the framework of linear elasticity. Material simulations are essentia…

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…

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…

quant-ph2022★ 3 cited

Financial Index Tracking via Quantum Computing with Cardinality Constraints

Samuel Palmer, Konstantinos Karagiannis, Adam Florence +4

In this work, we demonstrate how to apply non-linear cardinality constraints, important for real-world asset management, to quantum portfolio optimization. This enables us to tackl…

cs.LG2022★ 4 cited

Quantum-Inspired Tensor Neural Networks for Partial Differential Equations

Raj Patel, Chia-Wei Hsing, Serkan Sahin +11

Partial Differential Equations (PDEs) are used to model a variety of dynamical systems in science and engineering. Recent advances in deep learning have enabled us to solve them in…

q-fin.CP2014★ 1 cited

Accelerating Implicit Finite Difference Schemes Using a Hardware Optimized Tridiagonal Solver for FPGAs

Samuel Palmer

We present a design and implementation of the Thomas algorithm optimized for hardware acceleration on an FPGA, the Thomas Core. The hardware-based algorithm combined with the custo…