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qubithubquantum-advantage-kernel

Reproduction of "Power of data in quantum machine learning" (Huang et al., Nature Communications 12, 2631, 2021). Demonstrates provable conditions under which quantum kernels achieve exponential advantage over classical learners using IQP feature maps and geometric difference analysis.

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Framework
Qiskit
Qubits
4
Depth
10
Gate set
H, RZ, CX
Licence
Not specified
Version
v1
Updated
3 days ago
Last run
3 months ago

Circuit

circuit.py · Qiskit · depth 10
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qubithub.toml · 369 B

Code

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Suggested citation

@software{qubithub_quantumadvantagekernel_2026,
  author = {QubitHub Circuits},
  title = {Quantum Kernel Advantage (Huang 2021)},
  year = {2026},
  version = {v1},
  url = {https://qubithub.co/qubithub/quantum-advantage-kernel},
}

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