Robust data encodings for quantum classifiers

@article{LaRose2020RobustDE,
  title={Robust data encodings for quantum classifiers},
  author={Ryan LaRose and B. Coyle},
  journal={ArXiv},
  year={2020},
  volume={abs/2003.01695}
}
Data representation is crucial for the success of machine learning models. In the context of quantum machine learning with near-term quantum computers, equally important considerations of how to efficiently input (encode) data and effectively deal with noise arise. In this work, we study data encodings for binary quantum classification and investigate their properties both with and without noise. For the common classifier we consider, we show that encodings determine the classes of learnable… Expand
19 Citations
Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing
  • PDF
Quantum noise protects quantum classifiers against adversaries
  • 11
  • Highly Influenced
  • PDF
Adversarial Robustness of Quantum Machine Learning Models
  • 1
  • PDF
A Continuous Variable Born Machine
  • PDF
An efficient measure for the expressivity of variational quantum algorithms
  • PDF
Quantum machine learning for particle physics using a variational quantum classifier
  • 2
  • PDF
Quantum computing models for artificial neural networks
  • 2
  • PDF
...
1
2
...

References

SHOWING 1-10 OF 90 REFERENCES
Cost function embedding and dataset encoding for machine learning with parameterized quantum circuits
  • 4
  • Highly Influential
  • PDF
Hierarchical quantum classifiers
  • 95
  • Highly Influential
  • PDF
Quantum embeddings for machine learning
  • 43
  • Highly Influential
  • PDF
Smooth input preparation for quantum and quantum-inspired machine learning
  • 5
  • PDF
Quantum ensembles of quantum classifiers
  • 24
  • PDF
The Born supremacy: quantum advantage and training of an Ising Born machine
  • 27
  • PDF
Classification with Quantum Neural Networks on Near Term Processors
  • 226
  • PDF
Supervised learning with quantum-enhanced feature spaces
  • 302
  • PDF
...
1
2
3
4
5
...