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D. Hsu

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#machine learning Preprint Oct 2026

Diversity-Aware Ensemble of Quantum-Classical Models via Combinatorial Fusion

Variational quantum circuits (VQCs) are highly sensitive to circuit architecture, yet most quantum machine learning pipelines select a single best design and discard the remaining candidates. This paper addresses whether the structural diversity across quantum circuit search spaces can be used to produce stronger predi...

Jing-Yan Xu, Yuan-Hong Wu, Samuel Yen-Chi Chen et al. · 0 citations
Preprint Aug 2026

Contextual Value Alignment via Multilayer Combinatorial Fusion

Empirical evaluations demonstrated that the proposed MCF-CVA framework outperforms single-agent baselines, multi-agent single-layer results, and previous aggregation approaches on standard metrics, showing that the MCF-CVA framework provides a robust and effective mechanism for advancing contextual value alignment in L...

Yuan-Hong Wu, Djallel Bouneffouf, D. Hsu · 0 citations

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