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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Zhen He

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Preprint Oct 2026

KDHNet: A Knowledge-Driven Hybrid Network for Limited-Calibration SSVEP Decoding

Steady-state visual evoked potential (SSVEP)-based brain-computer interfaces (BCIs) achieve high information transfer rates but often require sufficient subject-specific calibration data for reliable decoding. Analytical spatial filters are effective with limited data, but their linear formulations constrain representa...

Zhen He, Zi-Wei Wang, Dong-Rui Wu · 0 citations
#machine learning Preprint Sep 2026

DenoFlow: Flow Matching for SSVEP Denoising under Real Physiological Artifacts

DenoFlow is proposed, which casts SSVEP denoising as transport: instead of learning a direct map from a contaminated trial to a clean one, a field network regresses the velocity of the straight path between them, following the rectified-flow formulation, and denoising integrates that field forward from the observation.

Zhen He, Zi-Wei Wang, Dong-Rui Wu · 0 citations

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