Quantum Machine Learning

CVIU Lab, EECS Department


University of Arkansas

https://uark-cviu.github.io/
Email: khoaluu@uark.edu

Quatum Optimization

Introduction

Artificial Intelligence is reshaping industries, while Quantum Computing promises to revolutionize the very foundations of computation. Quantum AI sits at the convergence of these two transformative fields, exploring how quantum mechanics can accelerate, enhance, and fundamentally reimagine intelligent systems. By leveraging quantum principles such as superposition, entanglement, and tunneling, Quantum AI seeks to overcome classical bottlenecks in optimization, learning, and reasoning. This emerging field envisions AI models that learn faster, search deeper, and adapt more intelligently—capabilities that are critical for solving complex challenges in science, healthcare, finance, logistics, and beyond.

Research

blind-date QMoE: A Quantum Mixture of Experts Framework for Scalable Quantum Neural Networks
Hoang-Quan Nguyen, Xuan-Bac Nguyen, Sankalp Pandey, Samee U Khan, Ilya Safro, Khoa Luu
Quantum Week Workshop, 2025
blind-date Diffusion-Inspired Quantum Noise Mitigation in Parameterized Quantum Circuits
Nguyen Hoang-Quan, Nguyen Xuan Bac, Samuel Yen-Chi Chen, Hugh Churchill, Nicholas Borys, Samee U. Khan, and Khoa Luu
Quantum Machine Intelligence, 2024
blind-date Hierarchical Quantum Control Gates for Functional MRI Understanding
Xuan-Bac Nguyen, Hoang-Quan Nguyen, Hugh Churchill, Samee U Khan, Khoa Luu
IEEE Workshop on Signal Processing Systems, 2024
blind-date Quantum Visual Feature Encoding Revisited
Nguyen Xuan Bac, Nguyen Hoang Quan, Samee U. Khan, and Khoa Luu
Quantum Machine Intelligence, 2024
blind-date QClusformer: A Quantum Transformer-based Framework for Unsupervised Vision Clustering
Nguyen Xuan Bac, Nguyen Hoang Quan, Chen Samuel Yen-Chi, Samee U. Khan, Hugh Churchill, and Khoa Luu
Quantum Week Workshop, 2024

Team

Dr. Khoa Luu
Assistant Professor
Project Leader
Xuan Bac Nguyen
PhD Candidate
James B. Holliday
PhD Candidate
Hoang-Quan Nguyen
PhD Candidate

Sponsors