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Author

Qi-Jian Zheng

2 papers indexed here

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Sep 2026

Unsupervised Subtyping of Focal Epilepsy IEDs via Graph-Based MEG Networks.

OBJECTIVE Interictal epileptiform discharges (IEDs) are clinically important biomarkers in focal epilepsy, yet their source-level network organization and subtype structure remain insufficiently characterized. This study aimed to identify reproducible IED network subtypes from source-level magnetoencephalography (MEG)...

Qi-Jian Zheng, Ya-Fei Liu, Zhong-Yi Xie et al. · 0 citations
2026

PRP: Procedural-to-Real Masked Pre-Training for Transferable and Interpretable Audio Representations

Self-supervised audio models are typically pre-trained on large collections of real-world recordings, and the resulting representations may be shaped by the acoustic coverage, recording conditions, and dataset-specific correlations of the source corpus. We investigate whether procedurally generated audio can provide a...

Feng-Rui Liu, Rui-Yang Huang, Qi-Jian Zheng et al. · 2 citations

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