Resisting Quantum Key Distribution Attacks Using Quantum Machine Learning

arXiv:2509.14282 · cs.CR, quant-ph · Submitted 2025-09-16 · Read on arXiv

cs.CR, quant-ph

Submitted: 2025-09-16

Updated: 2026-02-19

DOI: 10.1049/qtc2.70028

Code: https://github.com/rdisipio/qlstm

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Accuracy — 31× in this paper · explained in 1 episode
Quantum Key Distribution — 20× in this paper
Generalization — 10× in this paper · explained in 13 episodes
Entanglement — 9× in this paper · explained in 3 episodes
Deep Learning — 7× in this paper
Calibration — 6× in this paper · explained in 7 episodes
Fully Connected — 6× in this paper
Long Short-Term Memory — 6× in this paper
Trojan Horse Attack — 6× in this paper
Quantum Bit Error Rate — 5× in this paper
Quantum Circuits — 5× in this paper · explained in 2 episodes
Random Number Generator — 5× in this paper
Activation Function — 4× in this paper · explained in 1 episode
Benchmarking — 3× in this paper · explained in 3 episodes
False Positives — 3× in this paper
Feature Selection — 3× in this paper · explained in 4 episodes
Fidelity — 3× in this paper · explained in 2 episodes
Robustness — 3× in this paper · explained in 5 episodes
Adaptability — 2× in this paper · explained in 1 episode
False Negatives — 2× in this paper
Hybrid Quantum Long Short-Term Memory — 2× in this paper
Information Leakage — 2× in this paper · explained in 2 episodes
Photon-Number Splitting — 2× in this paper
Trace — 2× in this paper · explained in 2 episodes
AdamW Optimizer — 1× in this paper · explained in 1 episode
Aggregation — 1× in this paper · explained in 1 episode
Artificial Neural Networks — 1× in this paper
Benchmark — 1× in this paper · explained in 2 episodes
Computational Tractability — 1× in this paper · explained in 2 episodes
Computational overhead — 1× in this paper · explained in 2 episodes
Core — 1× in this paper · explained in 2 episodes
Feature Extraction — 1× in this paper · explained in 2 episodes
Hilbert Space — 1× in this paper · explained in 2 episodes
Information Gain — 1× in this paper · explained in 2 episodes
Post-Quantum Cryptography — 1× in this paper
Recurrent Neural Network — 1× in this paper
Regularization — 1× in this paper · explained in 3 episodes
Theoretical Guarantees — 1× in this paper · explained in 2 episodes
Time Series Forecasting — 1× in this paper · explained in 3 episodes
True Negatives — 1× in this paper
True Positives — 1× in this paper

Sources

Mitigating imperfections in Differential Phase Shift Measurement-Device-Independent Quantum Key Distribution via Plug-and-Play architecture

Terminology

Sources

Related papers