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20222026
most citedResQNets: A Residual Approach for Mitigating Barren Plateaus in Quantum Neural Networks

41 citations · 209 across the 31 of their papers we have counts for

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24 papers · 1 filter

quant-ph2026

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…

quant-ph2025

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…

quant-ph2025

Quantum Machine Learning for Energy-Efficient 5G-Enabled IoMT Healthcare Systems: Enhancing Data Security and Processing

Muhammad Zeeshan Riaz, Bikash K. Behera, Shahid Mumtaz +2

Energy-efficient healthcare systems are becoming increasingly critical for Industry 5.0 as the Internet of Medical Things (IoMT) expands, particularly with the integration of 5G te…

quant-ph2025★ 1 cited

QSVM-QNN: Quantum Support Vector Machine Based Quantum Neural Network Learning Algorithm for Brain-Computer Interfacing Systems

Bikash K. Behera, Saif Al-Kuwari, Ahmed Farouk

A brain-computer interface (BCI) system enables direct communication between the brain and external devices, offering significant potential for assistive technologies and advanced…

quant-ph2025

Discrete time crystal for periodic-field sensing with quantum-enhanced precision

Rozhin Yousefjani, Saif Al-Kuwari, Abolfazl Bayat

Sensing periodic-fields using quantum sensors has been an active field of research. In many of these scenarios, the quantum state of the probe is flipped regularly by the applicati…

quant-ph2025

QFDNN: A Resource-Efficient Variational Quantum Feature Deep Neural Networks for Fraud Detection and Loan Prediction

Subham Das, Ashtakala Meghanath, Bikash K. Behera +3

Social financial technology focuses on trust, sustainability, and social responsibility, which require advanced technologies to address complex financial tasks in the digital era.…

quant-ph2025

Optimizing Low-Energy Carbon IIoT Systems with Quantum Algorithms: Performance Evaluation and Noise Robustness

Kshitij Dave, Nouhaila Innan, Bikash K. Behera +3

Low-energy carbon Internet of Things (IoT) systems are essential for sustainable development, as they reduce carbon emissions while ensuring efficient device performance. Although…

quant-ph2025

QDCNN: Quantum Deep Learning for Enhancing Safety and Reliability in Autonomous Transportation Systems

Ashtakala Meghanath, Subham Das, Bikash K. Behera +3

In transportation cyber-physical systems (CPS), ensuring safety and reliability in real-time decision-making is essential for successfully deploying autonomous vehicles and intelli…

quant-ph2025

QNN-VRCS: A Quantum Neural Network for Vehicle Road Cooperation Systems

Nouhaila Innan, Bikash K. Behera, Saif Al-Kuwari +1

The escalating complexity of urban transportation systems, exacerbated by factors such as traffic congestion, diverse transportation modalities, and shifting commuter preferences,…

quant-ph2025★ 1 cited

QNN-QRL: Quantum Neural Network Integrated with Quantum Reinforcement Learning for Quantum Key Distribution

Bikash K. Behera, Saif Al-Kuwari, Ahmed Farouk

Quantum key distribution (QKD) has emerged as a critical component of secure communication in the quantum era, ensuring information-theoretic security. Despite its potential, there…

quant-ph2025★ 1 cited

QSCL-EWIL: Quantum Stochastic Contrast Learning for Enhanced WiFi-Based Indoor Localization

Muhammad Bilal Akram Dastagir, Omer Tariq, Dongsoo Han +3

WiFi-based indoor localization is essential for asset tracking, healthcare monitoring, and smart buildings. However, existing systems face challenges such as data variability, envi…

quant-ph2024

Quantum correlations and metrological advantage among Unruh-DeWitt detectors in de Sitter spacetime

Samira Elghaayda, Asad Ali, M. Y. Abd-Rabbou +2

A long-standing debate on Gibbons-Hawking (GH) decoherence centers on its unclear thermal nature. In this work, we investigate the robustness of quantum Fisher information (QFI) an…

quant-ph2024★ 28 cited

Performance of a Superconducting Quantum Battery

Samira Elghaayda, Asad Ali, Saif Al-Kuwari +3

Finding a quantum battery model that demonstrates a quantum advantage while remaining feasible for experimental production is a considerable challenge. Here, a superconducting quan…

quant-ph2024

Non-Hermitian Discrete Time Crystals

Rozhin Yousefjani, Angelo Carollo, Krzysztof Sacha +2

Discrete time crystals (DTC) exhibit a special non-equilibrium phase of matter in periodically driven many-body systems with spontaneous breaking of time translational symmetry. Th…

quant-ph2024★ 2 cited

Towards Scalable Quantum Key Distribution: A Machine Learning-Based Cascade Protocol Approach

Hasan Abbas Al-Mohammed, Saif Al-Kuwari, Hashir Kuniyil +1

Quantum Key Distribution (QKD) is a pivotal technology in the quest for secure communication, harnessing the power of quantum mechanics to ensure robust data protection. However, s…

quant-ph2024★ 27 cited

Ergotropy and capacity optimization in Heisenberg spin-chain quantum batteries

Asad Ali, Saif Al-Kuwari, M. I. Hussain +5

This study examines the performance of finite spin quantum batteries (QBs) using Heisenberg spin models with Dzyaloshinsky-Moriya (DM) and Kaplan--Shekhtman--Entin-Wohlman--Aharony…

quant-ph2024★ 7 cited

Superdense Coding using Bragg Diffracted Hyperentangled Atoms

Syed M. Arslan, Saif Al Kuwari, Tasawar Abbas

Superdense coding (SDC) is a popular protocol demonstrating the potential of using quantum mechanics to transfer data, where The sender (Alice) can transfer 2 bits of classical inf…

quant-ph2024

Trade-off relations of quantum resource theory in Heisenberg models

Asad Ali, Saif Al-Kuwari, Saeed Haddadi

Studying the relations between entanglement and coherence is essential in many quantum information applications. For this, we consider the concurrence, intrinsic concurrence and fi…

quant-ph2024★ 30 cited

Quantum Characteristics Near Event Horizons

Asad Ali, Saif Al-Kuwari, Mehedad Ghominejad +3

We investigate quantum characteristics around Schwarzschild black hole, exploring various quantum resources and their interplay in curved space-time. Our analysis reveals intriguin…

quant-ph2023★ 26 cited

Alleviating Barren Plateaus in Parameterized Quantum Machine Learning Circuits: Investigating Advanced Parameter Initialization Strategies

Muhammad Kashif, Muhammad Rashid, Saif Al-Kuwari +1

Parameterized quantum circuits (PQCs) have emerged as a foundational element in the development and applications of quantum algorithms. However, when initialized with random parame…

quant-ph2023★ 17 cited

The Unified Effect of Data Encoding, Ansatz Expressibility and Entanglement on the Trainability of HQNNs

Muhammad Kashif, Saif Al-Kuwari

In this paper, we propose a framework to study the combined effect of several factors that contribute to the barren plateau problem in quantum neural networks (QNNs), which is a cr…

quant-ph2023★ 41 cited

ResQNets: A Residual Approach for Mitigating Barren Plateaus in Quantum Neural Networks

Muhammad Kashif, Saif Al-kuwari

The barren plateau problem in quantum neural networks (QNNs) is a significant challenge that hinders the practical success of QNNs. In this paper, we introduce residual quantum neu…

quant-ph2023★ 10 cited

Physical Realization of Measurement Based Quantum Computation

Muhammad Kashif, Saif Al-Kuwari

Harnessing quantum mechanics properties, quantum computers have the potential to outperform classical computers in many applications and are envisioned to affect various aspects of…

quant-ph2022★ 2 cited

NEQRX: Efficient Quantum Image Encryption with Reduced Circuit Complexity

Rakesh Saini, Bikash K. Behera, Saif Al-Kuwari +1

Cryptography plays an important role in ensuring data security and authentication within information processing systems. As the prevalence of digital imagery continues to grow, saf…