Data re-uploading quantum classifier for Qiskit 2.x — pip-installable, sklearn-compatible
A controlled, reproducible comparison of a hybrid quantum-classical neural network with a parameter-matched classical network for detecting malicious insiders in enterprise activity logs.
Simulation study: do a fidelity-kernel SVM and a data re-uploading circuit beat tuned and parameter-matched classical models on label-scarce, imbalanced fraud-like data? Learning curves, shot/gate-noise sweep, ablation, Jacobian redundancy diagnostic. 4 qubits, 5 seeds.
Global Quantum AI Competition 2026 1st Challenge — depth-49 2-qubit data re-uploading classifier (BA 0.82, 44th/72). 209개 회로 후보의 사전등록 검증 기록.
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