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Federating Quantum and Classical Computing: A Privacy-Preserving Hybrid Approach

arXiv cs.LG · 22h ago Cached

This paper evaluates federated learning for privacy-preserving hybrid quantum-classical machine learning, demonstrating improved accuracy over local training while reducing communication and maintaining parameter efficiency.

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#quantum-ml

From hyperplanes to hyperellipsoids: characterizing the inherent interpretability of linear and single-qubit mixed-state binary classification models

arXiv cs.LG · 2026-07-20 Cached

This paper characterizes the inherent interpretability of linear models vs. single-qubit mixed-state models for binary classification, showing that the quantum model learns a hyperellipsoid instead of a hyperplane, with implications for inductive biases and pedagogy.

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