84 citations · 147 across the 10 of their papers we have counts for
10 papers
Comparing quantum and classical Monte Carlo algorithms for estimating Betti numbers of clique complexes
Ismail Yunus Akhalwaya, Ahmed Bhayat, Adam Connolly +4
Several quantum and classical Monte Carlo algorithms for Betti Number Estimation (BNE) on clique complexes have recently been proposed, though it is unclear how their performances…
A Modular Engine for Quantum Monte Carlo Integration
Ismail Yunus Akhalwaya, Adam Connolly, Roland Guichard +8
We present the Quantum Monte Carlo Integration (QMCI) engine developed by Quantinuum. It is a quantum computational tool for evaluating multi-dimensional integrals that arise in va…
Topological data analysis on noisy quantum computers
Ismail Yunus Akhalwaya, Shashanka Ubaru, Kenneth L. Clarkson +6
Topological data analysis (TDA) is a powerful technique for extracting complex and valuable shape-related summaries of high-dimensional data. However, the computational demands of…
Representation of the Fermionic Boundary Operator
Ismail Yunus Akhalwaya, Yang-Hui He, Lior Horesh +4
The boundary operator is a linear operator that acts on a collection of high-dimensional binary points (simplices) and maps them to their boundaries. This boundary map is one of th…
The Effect of Noise on the Performance of Variational Algorithms for Quantum Chemistry
Waheeda Saib, Petros Wallden, Ismail Akhalwaya
Variational quantum algorithms are suitable for use on noisy quantum systems. One of the most important use-cases is the quantum simulation of materials, using the variational quan…
Quantum Topological Data Analysis with Linear Depth and Exponential Speedup
Shashanka Ubaru, Ismail Yunus Akhalwaya, Mark S. Squillante +2
Quantum computing offers the potential of exponential speedups for certain classical computations. Over the last decade, many quantum machine learning (QML) algorithms have been pr…
Logical Neural Networks
Ryan Riegel, Alexander Gray, Francois Luus +12
We propose a novel framework seamlessly providing key properties of both neural nets (learning) and symbolic logic (knowledge and reasoning). Every neuron has a meaning as a compon…
Active Learning with TensorBoard Projector
Francois Luus, Naweed Khan, Ismail Akhalwaya
An ML-based system for interactive labeling of image datasets is contributed in TensorBoard Projector to speed up image annotation performed by humans. The tool visualizes feature…
The Algebraic Measure of a Hidden Markov Quantum Memory Channel
I. Akhalwaya, J. Wouters, M. Fannes +1
This paper was presented in poster form at and in the proceedings of the QCMC 2008. It is a summary of a fuller paper to appear separately. The classical product state capacity of…
Classical capacity of a qubit depolarizing channel with memory
Jeroen Wouters, Ismail Akhalwaya, Mark Fannes +1
The classical product state capacity of a noisy quantum channel with memory is investigated. A forgetful noise-memory channel is constructed by Markov switching between two depolar…