# Vulnerability of quantum classification to adversarial perturbations

@article{Liu2019VulnerabilityOQ, title={Vulnerability of quantum classification to adversarial perturbations}, author={N. Liu and P. Wittek}, journal={arXiv: Quantum Physics}, year={2019} }

High-dimensional quantum systems are vital for quantum technologies and are essential in demonstrating practical quantum advantage in quantum computing, simulation and sensing. Since dimensionality grows exponentially with the number of qubits, the potential power of noisy intermediate-scale quantum (NISQ) devices over classical resources also stems from entangled states in high dimensions. An important family of quantum protocols that can take advantage of high-dimensional Hilbert space are… CONTINUE READING

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#### References

##### Publications referenced by this paper.

SHOWING 1-10 OF 36 REFERENCES

Phys

- 2011

Nature 549

- 2017

American Journal of Mathematics 105

- 1983

Communications in Mathematical Physics 250

- 2004

Communications in Mathematical Physics 303

- 2011