Adaptation models Archives - IEEE Transactions on Quantum Engineering

QATNet: A Lightweight Quantum-Classical Tabular Network for Low-Latency Intrusion Detection

March 24, 2026Abubakar Danasabe, Muhammad Afaq, Aiman El-Maleh, Ajmal Khan, Sami El Ferik, Zeeshan KaleemOpen AccessAccuracy, Adaptation models, Computational modeling, Encoding, Feature extraction, Intrusion detection, Pipelines, Principal component analysis, Quantum circuit, Real-time systems

Abstract: Modern communication environments ranging from smart mobility infrastructures to digitally integrated healthcare systems demand adaptable and trustworthy network security. In this situation, Software-Defined Networks (SDNs) play a vital role by providing programmable control and global visibility, enabling rapid policy updates and fine-grained traffic management. As a result, the need for efficient and interpretable intrusion […]

DT-QFL: Dual-Timeline Quantum Federated Learning With Time-Symmetric Updates, Temporal Memory Kernels, and Reversed Gradient Dynamics

September 9, 2025Koffka Khan Khouler KhanQuantum Computing, UncategorizedAdaptation models, Computational modeling, Data models, Federated Learning, Kernel, Neural networks, Quantum computing, Robustness, Servers, Training

Abstract: Federated learning has emerged as a powerful paradigm for decentralized model training, ensuring privacy preservation by allowing clients to collaboratively learn a shared model without exchanging raw data. Quantum federated learning (QFL) extends this approach by leveraging quantum computing to enhance computational efficiency and security. However, existing QFL frameworks face challenges in handling temporal […]

Efficient Optimization of Cutoffs in Quantum Repeater Chains

July 26, 2021Boxi Li; Tim Coopmans; David ElkoussOpen Access, Quantum InformationAdaptation models, Optimization, Protocols, Quantum communication, Quantum entanglement, Quantum state, Repeaters

Quantum communication enables the implementation of tasks that are unachievable with classical resources. However, losses on the communication channel preclude the direct long-distance transmission of quantum information in many relevant scenarios. In principle, quantum repeaters allow one to overcome losses. However, realistic hardware parameters make long-distance quantum communication a challenge in practice. For instance, in […]