Impacts of Quantum Mechanics: A Survey of Applied Quantum Computing
D Zhang, E Savage, JF Lin… - 2024 IEEE 67th …, 2024 - ieeexplore.ieee.org
In this survey paper, we provide an overview of the significance of quantum computing. It
includes a review of fundamental principles, technological advancements, the …
includes a review of fundamental principles, technological advancements, the …
Quadratic advantage with quantum randomized smoothing applied to time-series analysis
As quantum machine learning continues to develop at a rapid pace, the importance of
ensuring the robustness and efficiency of quantum algorithms cannot be overstated. Our …
ensuring the robustness and efficiency of quantum algorithms cannot be overstated. Our …
Computable Model-Independent Bounds for Adversarial Quantum Machine Learning
By leveraging the principles of quantum mechanics, QML opens doors to novel approaches
in machine learning and offers potential speedup. However, machine learning models are …
in machine learning and offers potential speedup. However, machine learning models are …
Constructing Optimal Noise Channels for Enhanced Robustness in Quantum Machine Learning
With the rapid advancement of Quantum Machine Learning (QML), the critical need to
enhance security measures against adversarial attacks and protect QML models becomes …
enhance security measures against adversarial attacks and protect QML models becomes …
Quantum Machine Learning: Performance and Security Implications in Real-World Applications
Quantum computing has garnered significant attention in recent years from both academia
and industry due to its potential to achieve a" quantum advantage" over classical computers …
and industry due to its potential to achieve a" quantum advantage" over classical computers …
Comparative Analysis of Vulnerabilities in Classical and Quantum Machine Learning
V Reers, M Maußner - INFORMATIK 2024, 2024 - dl.gi.de
Machine learning has made some remarkable breakthroughs in recent years. It has entered
many sectors of the economy and everyday topics and in some cases has led to significant …
many sectors of the economy and everyday topics and in some cases has led to significant …