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Author

Fuze Tian

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2 papers indexed here

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Open access Sep 2026

MF-PNet: A Lightweight Multi-Frequency Progressive Neural Network for Depression Classification Deployed on Wearable EEG Sensors.

Low-channel wearable EEG offers a compact acquisition configuration for depression recognition, but its limited spatial coverage and the computational constraints of edge devices present challenges for representation learning and embedded inference. This paper presents MF-PNet, a multi-frequency progressive neural netw...

Fu-Ze Tian, Ren-Jie Lv, Li-Xin Zhang et al. · 0 citations
#machine learning Preprint Sep 2026

A Gradient-based yet Spike-Timing-Dependent Solution to the Feedback Learning Problem in Neural Microcircuits

This work reformulates temporal credit assignment as a state separation problem: extracting task-required components induced by historical perturbations directly from the current neural state, which enables an online feedback learning framework for NMCs through a gradient tunneling algorithm and the lead-lag expansion...

Xiang-Nan Zhang, Jing-Xin Liu, Ran-Qi Lu et al. · 0 citations

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