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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.

RunCite
Framework
Qiskit
Qubits
4
Depth
31
Gate set
H, RZ, CX
Licence
Apache-2.0
Version
v1
Updated
22 hours ago
Runs
None completed

Circuit

circuit.py · Qiskit · depth 31
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metadata.json · 470 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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