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Author

Xianmin Wang

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Oct 2026

PDB-HQCNN: a parallel dual-branch hybrid quantum-classical convolutional neural network

With the rapid advancement of quantum machine learning, numerous hybrid quantum–classical convolutional neural network (HQCNN) architectures have been proposed. However, most existing HQCNNs adopt serial topologies-either classical convolution followed by quantum processing or vice versa-which suffer from low feature p...

Zi-Rui Wan, Jing Li, Xian-Min Wang et al. · 0 citations
Sep 2026

APIMatch: A Semi-Supervised Learning Framework with Average Pseudo Integrated Margin

APIMatch is proposed, a novel SSL framework introducing the average pseudo integrated margin (APIM) metric and a negative-sample-aware dynamic percentile thresholding strategy that achieves competitive performance against state-of-the-art methods, particularly in extremely low-label scenarios.

Xian-Min Wang, Dong-Yuan Tian, Jing Li · 0 citations

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