4 papers
Quantum-Enhanced Learning Framework for Intelligent and AI-Native 6G Wireless Networks
Muhammad Bilal Akram Dastagir, Rakesh Saini, Omer Tariq +4
The recent convergence of 6G wireless systems and Tiny Machine Learning (TinyML) has driven the need for on-device intelligence in edge networks, where ultra-low latency, stringent…
Dynamic Depth Quantum Approximate Optimization Algorithm for Solving Constrained Shortest Path Problem
Rakesh Saini, Nora Mohamed, Saif Al-Kuwari +1
The Quantum Approximate Optimization Algorithm (QAOA) has emerged as a promising approach for solving NP hard combinatorial optimization problems on noisy intermediate-scale quantu…
Advances in Quantum Genetic Algorithms
Dennis Lima, Rakesh Saini, Saif Al-Kuwari
Quantum Genetic Algorithms (QGAs) are an emerging field of multivariate quantum optimization that emulate Darwinian evolution and natural selection, with vast applications in chemi…
Collaborative Filtering using Variational Quantum Hopfield Associative Memory
Amir Kermanshahani, Ebrahim Ardeshir-Larijani, Rakesh Saini +1
Quantum computing, with its ability to do exponentially faster computation compared to classical systems, has found novel applications in various fields such as machine learning an…